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Bo Li 0026

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affiliation: University of Chicago, Department of Computer Science, IL, USA
affiliation: University of Illinois at Urbana-Champaign, Department of Computer Science, IL, USA
affiliation (former): University of California, Berkeley, CA, USA
affiliation (PhD 2016): Vanderbilt University, Nashville, TN, USA
affiliation (former): Tongji University, Shanghai, China

Other persons with the same name

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Bo Li — disambiguation page
Bo Li 0001 — Hong Kong University of Science and Technology, Department of Computer Science and Engineering, Hong Kong (and 4 more)
Bo Li 0002 — Wuhan University of Science and Technology, School of Computer Science and Technology, Wuhan, China (and 5 more)
Bo Li 0003 — Northeastern University, School of Information Science and Engineering, Shenyang, China
Bo Li 0004 — Northwestern Polytechnical University, School of Electronics and Information, Xi'an, China (and 2 more)
Bo Li 0005 — Beihang University, Beijing Advanced Innovation Center for Big Data and Brain Computing and State Key Laboratory of Software Development Environment, Beijing, China (and 1 more)
Bo Li 0006 — Beihang University, School of Computer Science and Engineering, Beijing Key Laboratory of Digital Media and State Key Laboratory of Virtual Reality Technology and Systems, Beijing, China (and 1 more)
Bo Li 0007 — University of California San Diego, Department of Mathematics and Center for Theoretical Biological Physics, San Diego, CA, USA (and 1 more)
Bo Li 0008 — Qingdao University of Science and Technology
Bo Li 0009 — Chinese Academy of Sciences, Institute of Computing Technology, National Research Center for Intelligent Computing Systems, Beijing, China

Bo Li 0010 — University of Essex
Bo Li 0011 — University of Florida, Computer and Information Science and Engineering Department, Gainesville, FL, USA
Bo Li 0012 — Université Joseph Fourier, Grenoble
Bo Li 0013 — University of Southern Mississippi, School of Computing, Long Beach, USA (and 2 more)
Bo Li 0014 — Samsung R&D, Mountain View, CA, USA (and 1 more)
Bo Li 0015 — Harvard Medical School, Boston, MA, USA (and 2 more)
Bo Li 0016 — Beijing Normal University, Faculty of Geographical Science, College of Resources Science and Technology, State Key Laboratory of Earth Surface Processes and Resource Ecology, Beijing, China
Bo Li 0017 — Beijing Jiao Tong University, State Key Lab. of Rail Traffic Control & Safety, Beijing, China
Bo Li 0018 — Baidu Inc., Institute of Deep Learning, Beijing, China (and 1 more)
Bo Li 0019 — Purdue University, Department of Statistics, West Lafayette, IN, USA
Bo Li 0020 — Washington University, St. Louis, MO, USA
Bo Li 0021 — Auburn University
Bo Li 0022 — Sun Yet-Sen University, Zhongshan School of Medicine, China (and 1 more)
Bo Li 0023 — Central China Normal University, School of Educational Information Technology, Wuhan, China (and 2 more)
Bo Li 0024 — Ningbo Supply Chain Innovation Institute China, China
Bo Li 0025 — Yunnan University, School of Information Science and Engineering, Kunming, China
Bo Li 0027 — Qualcomm, San Diego, CA, USA (and 1 more)
Bo Li 0028 — Google Inc., USA (and 1 more)
Bo Li 0029 — CAS, Institute of Automation, State Key Laboratory of Management and Control for Complex Systems, Beijing, China
Bo Li 0030 — Xi'an Hi-Tech Research Institute, Xi'an, China (and 1 more)
Bo Li 0031 — Beijing Institute of Technology, Beijing Lab of Intelligent Information Technology, Beijing, China
Bo Li 0032 — Virginia Tech, Blacksburg, VA, USA
Bo Li 0033 — University of Maryland, Electrical and Computer Engineering Department, College Park, MD, USA
Bo Li 0034 — Harbin Institute of Technology, School of Information and Electrical Engineering, Weihai, China
Bo Li 0036 — Clemson University, SC, USA
Bo Li 0037 — Hong Kong Polytechnic University, Department of Computing, Hong Kong (and 4 more)
Bo Li 0038 — Nanjing University, School of Electronic Science and Engineering, China
Bo Li 0039 — Chinese Academy of Sciences, Key Laboratory of Mathematics Mechanization, Beijing, China (and 1 more)
Bo Li 0040 — Lanzhou Jiaotong University, School of Automation & Electrical Engineering, China
Bo Li 0041 — Northeastern University, Shenyang, China
Bo Li 0042 — China University of Petroleum, Department of Software Engineering, Qingdao, China
Bo Li 0043 — Peking University, School of Software and Microelectronics, Beijing, China
Bo Li 0045 — Chongqing University, School of Electrical Engineering, State Key Laboratory of Power Transmission Equipment & System Security and New Technology, China
Bo Li 0046 — Shanghai Jiao Tong University, School of Medicine, Shanghai Ninth People's Hospital, China
Bo Li 0047 — Loughborough University, UK
Bo Li 0048 — Florida Atlantic University, Boca Raton, FL, USA
Bo Li 0050 — Nanjing University of Finance and Economics, School of Applied Mathematics, China (and 1 more)
Bo Li 0051 — Chinese Academy of Sciences, Institute of Microelectronics, Beijing, China (and 1 more)
Bo Li 0052 — Zhejiang University, College of Information Science and Electronic Engineering, Hangzhou, China
Bo Li 0053 — Southwest University, College of Electronic and Information Engineering, Chongqing, China (and 1 more)
Bo Li 0054 — Southwest Jiaotong University, School of Information Science and Technology, Chengdu, China (and 1 more)
Bo Li 0055 — Chinese Academy of Sciences, Institute of Computer Application, Chengdu, China
Bo Li 0056 — Shanghai Jiao Tong University, School of Electronic, Information, and Electrical Engineering, Department of Micro/Nano Electronics, China
Bo Li 0057 — Teesside University, School of Science Engineering and Design, Middlesbrough, UK
Bo Li 0058 — University of Georgia, Athens, GA, USA
Bo Li 0059 — Liaoning University of Technology, School of Electronics and Information Engineering, Jinzhou, China (and 1 more)
Bo Li 0060 — Guangdong University of Technology, School of Automation, Guangzhou, China
Bo Li 0061 — Nanjing University, State Key Laboratory for Novel Software Technology, Nanjing, China
Bo Li 0062 — Nankai University, College of Computer and Control Engineering, Tianjin, China
Bo Li 0063 — Chinese Academy of Sciences, Institute of Information Engineering, Beijing, China (and 1 more)
Bo Li 0064 — Tsinghua University, School of Economics and Management, Beijing, China
Bo Li 0065 — Southwest University of Science and Technology, Mianyang, China (and 1 more)
Bo Li 0066 — Xidian University, School of Mathematics and Statistics, Xian, China
Bo Li 0067 — Shandong University of Technology, School of Transportation and Vehicle Engineering, Zibo, China
Bo Li 0068 — Harbin Institute of Technology, Reliability Institute for Electric Apparatus and Electronics, China
Bo Li 0069 — Shanghai Maritime University, Institute of Logistics Science and Engineering, China
Bo Li 0070 — Nanjing Agricultural University, College of Engineering, China
Bo Li 0071 — Zhejiang University, School of Aeronautics and Astronautics, Hangzhou, China
Bo Li 0072 — University of Electronic Science and Technology of China, School of Astronautics and Aeronautics, Chengdu, China
Bo Li 0073 — China NARI Group Corporation, State Grid Electronic Power Research Institute, Nanjing, China
Bo Li 0074 — Sichuan University, College of Electronics and Information Engineering, Chengdu, China
Bo Li 0075 — Glodon Technology Inc., Xian, China
Bo Li 0076 — Changchun University of Science and Technology, School of Computer Science and Technology, China
Bo Li 0077 — Dalian University of Technology, School of Control Science and Engineering, China
Bo Li 0078 — University of California, San Diego, Department of Mathematics, USA
Bo Li 0079 — National University of Singapore, Singapore (and 1 more)
Bo Li 0080 — University of California, Berkeley, CA, USA
Bo Li 0081 — Xidian University, Xi'an, China
Bo Li 0082 — Aston University, Birmingham, UK (and 2 more)
Bo Li 0084 — Sichuan University, Institute for Disaster Management and Reconstruction, Chengdu, China
Bo Li 0085 — Tianjin University, College of Management and Economics, China
Bo Li 0086 — Harbin Institute of Technology, School of Computer Science and Technology, Harbin, China
Bo Li 0087 — Shanghai University of Sport, School of Physical Education and training, Shanghai, China
Bo Li 0088 — Erasmus MC, Department of Radiology and Nuclear Medicine, Rotterdam, Netherlands (and 1 more)
Bo Li 0089 — Northwestern Polytechnical University, School of Electronics and Information, Xi'an, China (and 2 more)
Bo Li 0090 — Northwestern Polytechnical University, School of Electronics and Information, Xi'an, China
Bo Li 0091 — Northwestern Polytechnical University, School of Mechanical Engineering, Xi'an, China
Bo Li 0092 — Tianjin University, School of Electrical and Information Engineering, Tianjin, China
Bo Li 0093 — Chongqing University, School of Pharmaceutical Sciences and Collaborative Innovation Center for Brain Science, Innovative Drug Research and Bioinformatics Group, Chongqing, China
Bo Li 0094 — Chongqing University, School of Resources and Safety Engineering, State Key Laboratory of Coal Mine Disaster Dynamics and Control, Chongqing, China
Bo Li 0095 — Tsinghua University, Department of Engineering Mechanics, Institute of Biomechanics and Medical Engineering, Beijing, China
Bo Li 0096 — Central China Normal University, School of Mathematics and Statistics, Wuhan, China
Bo Li 0097 — Chongqing Normal University, College of Life Sciences, Chongqing, China
Bo Li 0098 — Beihang University, Sino-German Joint Software Institute, Beijing, China (and 2 more)
Bo Li 0099 — Peking University, National Engineering Research Center for Software Engineering, Beijing, China (and 1 more)
Bo Li 0100 — University of Texas Southwestern Medical Center, Department of Bioinformatics, Dallas, TX, USA
Bo Li 0102 — Xidian University, School of Telecommunications Engineering, State Key Laboratory of Integrated Services Networks, Xi'an, China
Bo Li 0103 — Swinburne University of Technology, School of Software and Electrical Engineering, Melbourne, Australia
Bo Li 0104 — Communication University of China, School of Information and Communication Engineering, Beijing, China
Bo Li 0105 — Shandong Technology and Business University, School of Computer Science and Technology and School of Statistics, Yantai, China
Bo Li 0106 — Dalian Polytechnic University, School of Information Science and Engineering, Dalian, China
Bo Li 0107 — Guizhou University, Key Laboratory of Karst Georesources and Environment, Ministry of Education, Guiyang, China
Bo Li 0108 — Xi'an Jiaotong University, School of Mechanical Engineering, State Key Laboratory for Mechanical Manufacturing Systems Engineering and Shaanxi Key Lab of Intelligent Robots, Xi'an, China
Bo Li 0109 — Singapore University of Technology and Design, Department of Engineering Product Development, Singapore
Bo Li 0110 — Xi'an University of Posts and Telecommunications, School of Communication and Information Engineering, Xi'an, China
Bo Li 0111 — South China University of Technology, School of Electronic and Information Engineering, Guangzhou, China (and 1 more)
Bo Li 0112 — Jiangsu University of Technology, School of Electrical and Information Engineering, Changzhou, China
Bo Li 0113 — Jiangxi University of Science and Technology, Software School, Nanchang, China
Bo Li 0114 — SenseTime Group Limited, Beijing, China
Bo Li 0115 — Tencent, Youtu Lab, Shanghai, China
Bo Li 0116 — Wuhan University of Technology, Institute of Intelligent Manufacturing and Control, Wuhan, China
Bo Li 0117 — Sun Yat-sen University, Guangdong Key Laboratory of Big Data Analysis and Processing, Guangzhou, China
Bo Li 0118 — Cerence Inc., Burlington, MA, USA (and 4 more)
Bo Li 0119 — Technical University of Denmark
Bo Li 0120 — Guangdong Ocean University, Naval Architecture and Shipping College, Zhanjiang, Guangdong, China (and 1 more)
Bo Li 0121 — Alibaba Group Inc., Machine Intelligence Technology Lab, Hangzhou, China
Bo Li 0122 — Nanjing University of Information Science and Technology, School of Computer and Software, China
Bo Li 0123 — Northwestern Polytechnical University, School of Electronics and Information, Xi'an, China
Bo Li 0124 — Anhui University of Finance and Economics, School of Finance, Bengbu, China (and 1 more)
Bo Li 0125 — Nanyang Technological University, S-Lab, Singapore
Bo Li 0126 — Tongji University, Shanghai, China
Bo Li 0127 — ShangHai DianJi University, School of Electronic Infomation Engineering, China (and 1 more)

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2020 – today

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2024
[j35]
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Qinbin Li, Junyuan Hong, Chulin Xie, Jeffrey Tan, Rachel Xin, Junyi Hou, Xavier Yin, Zhun Wang, Dan Hendrycks, Zhangyang Wang, Bo Li, Bingsheng He, Dawn Song:
LLM-PBE: Assessing Data Privacy in Large Language Models. Proc. VLDB Endow. 17(11): 3201-3214 (2024)
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Ayoosh Bansal, Hunmin Kim, Simon Yu, Bo Li, Naira Hovakimyan, Marco Caccamo, Lui Sha:
Perception simplex: Verifiable collision avoidance in autonomous vehicles amidst obstacle detection faults. Softw. Test. Verification Reliab. 34(6) (2024)
[j33]
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Xiangshan Gao, Xingjun Ma, Jingyi Wang, Youcheng Sun, Bo Li, Shouling Ji, Peng Cheng, Jiming Chen:
VeriFi: Towards Verifiable Federated Unlearning. IEEE Trans. Dependable Secur. Comput. 21(6): 5720-5736 (2024)
[c191]
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Hyoungwook Nam, Raghavendra Pradyumna Pothukuchi, Bo Li, Nam Sung Kim, Josep Torrellas:
FriendlyFoe: Adversarial Machine Learning as a Practical Architectural Defense against Side Channel Attacks. PACT 2024: 338-350
[c190]
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Yixin Chen, Shuai Zhang, Boran Han, Tong He, Bo Li:
CaMML: Context-Aware Multimodal Learner for Large Models. ACL (1) 2024: 4056-4071
[c189]
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Fengqing Jiang, Zhangchen Xu, Luyao Niu, Zhen Xiang, Bhaskar Ramasubramanian, Bo Li, Radha Poovendran:
ArtPrompt: ASCII Art-based Jailbreak Attacks against Aligned LLMs. ACL (1) 2024: 15157-15173
[c188]
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Fengqing Jiang, Zhangchen Xu, Luyao Niu, Boxin Wang, Jinyuan Jia, Bo Li, Radha Poovendran:
POSTER: Identifying and Mitigating Vulnerabilities in LLM-Integrated Applications. AsiaCCS 2024
[c187]
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Dinuka Sahabandu, Xiaojun Xu, Arezoo Rajabi, Luyao Niu, Bhaskar Ramasubramanian, Bo Li, Radha Poovendran:
POSTER: Game of Trojans: Adaptive Adversaries Against Output-based Trojaned-Model Detectors. AsiaCCS 2024
[c186]
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Andy Zhou, Xiaojun Xu, Ramesh Raghunathan, Alok Lal, Xinze Guan, Bin Yu, Bo Li:
KnowGraph: Knowledge-Enabled Anomaly Detection via Logical Reasoning on Graph Data. CCS 2024: 168-182
[c185]
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Bo Li, Wenyuan Xu, Jieshan Chen, Yang Zhang, Minhui Xue, Shuo Wang, Guangdong Bai, Xingliang Yuan:
LAMPS '24: ACM CCS Workshop on Large AI Systems and Models with Privacy and Safety Analysis. CCS 2024: 4888-4889
[c184]
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Jiawei Zhang, Chejian Xu, Bo Li:
ChatScene: Knowledge-Enabled Safety-Critical Scenario Generation for Autonomous Vehicles. CVPR 2024: 15459-15469
[c183]
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Jielin Qiu, Jiacheng Zhu, William Han, Aditesh Kumar, Karthik Mittal, Claire Jin, Zhengyuan Yang, Linjie Li, Jianfeng Wang, Ding Zhao, Bo Li, Lijuan Wang:
MMSum: A Dataset for Multimodal Summarization and Thumbnail Generation of Videos. CVPR 2024: 21909-21921
[c182]
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Chulin Xie, De-An Huang, Wenda Chu, Daguang Xu, Chaowei Xiao, Bo Li, Anima Anandkumar:
Perada: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees. CVPR 2024: 23838-23848
[c181]
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Yi Zeng, Weiyu Sun, Tran Ngoc Huynh, Dawn Song, Bo Li, Ruoxi Jia:
BEEAR: Embedding-based Adversarial Removal of Safety Backdoors in Instruction-tuned Language Models. EMNLP 2024: 13189-13215
[c180]
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Junyuan Hong, Jiachen T. Wang, Chenhui Zhang, Zhangheng Li, Bo Li, Zhangyang Wang:
DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer. ICLR 2024
[c179]
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Mintong Kang, Nezihe Merve Gürel, Linyi Li, Bo Li:
COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic Circuits. ICLR 2024
[c178]
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Qinbin Li, Chulin Xie, Xiaojun Xu, Xiaoyuan Liu, Ce Zhang, Bo Li, Bingsheng He, Dawn Song:
Effective and Efficient Federated Tree Learning on Hybrid Data. ICLR 2024
[c177]
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Yu-Lin Tsai, Chia-Yi Hsu, Chulin Xie, Chih-Hsun Lin, Jia-You Chen, Bo Li, Pin-Yu Chen, Chia-Mu Yu, Chun-Ying Huang:
Ring-A-Bell! How Reliable are Concept Removal Methods For Diffusion Models? ICLR 2024
[c176]
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Zhen Xiang, Fengqing Jiang, Zidi Xiong, Bhaskar Ramasubramanian, Radha Poovendran, Bo Li:
BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models. ICLR 2024
[c175]
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  - conf/icml/ChaudhuryMY0MP24
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Bhaskar Ray Chaudhury, Aniket Murhekar, Zhuowen Yuan, Bo Li, Ruta Mehta, Ariel D. Procaccia:
Fair Federated Learning via the Proportional Veto Core. ICML 2024
[c174]
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Weixin Chen, Dawn Song, Bo Li:
GRATH: Gradual Self-Truthifying for Large Language Models. ICML 2024
[c173]
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Zhaorun Chen, Zhuokai Zhao, Hongyin Luo, Huaxiu Yao, Bo Li, Jiawei Zhou:
HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding. ICML 2024
[c172]
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Junyuan Hong, Jinhao Duan, Chenhui Zhang, Zhangheng Li, Chulin Xie, Kelsey Lieberman, James Diffenderfer, Brian R. Bartoldson, Ajay Kumar Jaiswal, Kaidi Xu, Bhavya Kailkhura, Dan Hendrycks, Dawn Song, Zhangyang Wang, Bo Li:
Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression. ICML 2024
[c171]
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Mintong Kang, Nezihe Merve Gürel, Ning Yu, Dawn Song, Bo Li:
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models. ICML 2024
[c170]
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Mintong Kang, Zhen Lin, Jimeng Sun, Cao Xiao, Bo Li:
Certifiably Byzantine-Robust Federated Conformal Prediction. ICML 2024
[c169]
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  - conf/icml/MazeikaPYZ0MSLB24
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Mantas Mazeika, Long Phan, Xuwang Yin, Andy Zou, Zifan Wang, Norman Mu, Elham Sakhaee, Nathaniel Li, Steven Basart, Bo Li, David A. Forsyth, Dan Hendrycks:
HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal. ICML 2024
[c168]
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Youwei Shu, Xi Xiao, Derui Wang, Yuxin Cao, Siji Chen, Jason Xue, Linyi Li, Bo Li:
Effects of Exponential Gaussian Distribution on (Double Sampling) Randomized Smoothing. ICML 2024
[c167]
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Boxin Wang, Wei Ping, Lawrence McAfee, Peng Xu, Bo Li, Mohammad Shoeybi, Bryan Catanzaro:
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining. ICML 2024
[c166]
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Chulin Xie, Zinan Lin, Arturs Backurs, Sivakanth Gopi, Da Yu, Huseyin A. Inan, Harsha Nori, Haotian Jiang, Huishuai Zhang, Yin Tat Lee, Bo Li, Sergey Yekhanin:
Differentially Private Synthetic Data via Foundation Model APIs 2: Text. ICML 2024
[c165]
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  - conf/icml/Yuan000S24
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Zhuowen Yuan, Wenbo Guo, Jinyuan Jia, Bo Li, Dawn Song:
SHINE: Shielding Backdoors in Deep Reinforcement Learning. ICML 2024
[c164]
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Zhuowen Yuan, Zidi Xiong, Yi Zeng, Ning Yu, Ruoxi Jia, Dawn Song, Bo Li:
RigorLLM: Resilient Guardrails for Large Language Models against Undesired Content. ICML 2024
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Boxin Wang, Yibo Zhang, Yuan Cao, Bo Li, Hugh McMahan, Sewoong Oh, Zheng Xu, Manzil Zaheer:
Can Public Large Language Models Help Private Cross-device Federated Learning? NAACL-HLT (Findings) 2024: 934-949
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Hengzhi Pei, Jinyuan Jia, Wenbo Guo, Bo Li, Dawn Song:
TextGuard: Provable Defense against Backdoor Attacks on Text Classification. NDSS 2024
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  - conf/satml/LiHLW24
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Zhangheng Li, Junyuan Hong, Bo Li, Zhangyang Wang:
Shake to Leak: Fine-tuning Diffusion Models Can Amplify the Generative Privacy Risk. SaTML 2024: 18-32
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Chulin Xie, Pin-Yu Chen, Qinbin Li, Arash Nourian, Ce Zhang, Bo Li:
Improving Privacy-Preserving Vertical Federated Learning by Efficient Communication with ADMM. SaTML 2024: 443-471
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Yuzheng Hu, Fan Wu, Qinbin Li, Yunhui Long, Gonzalo Munilla Garrido, Chang Ge, Bolin Ding, David A. Forsyth, Bo Li, Dawn Song:
SoK: Privacy-Preserving Data Synthesis. SP 2024: 4696-4713
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Zhangchen Xu, Fengqing Jiang, Luyao Niu, Jinyuan Jia, Bo Li, Radha Poovendran:
ACE: A Model Poisoning Attack on Contribution Evaluation Methods in Federated Learning. USENIX Security Symposium 2024
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Sanmi Koyejo, Bo Li:
Towards Trustworthy Large Language Models. WSDM 2024: 1126-1127
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Yixin Chen, Shuai Zhang, Boran Han, Tong He, Bo Li:
CaMML: Context-Aware Multimodal Learner for Large Models. CoRR abs/2401.03149 (2024)
[i219]
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Zhen Xiang, Fengqing Jiang, Zidi Xiong, Bhaskar Ramasubramanian, Radha Poovendran, Bo Li:
BadChain: Backdoor Chain-of-Thought Prompting for Large Language Models. CoRR abs/2401.12242 (2024)
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Weixin Chen, Dawn Song, Bo Li:
GRATH: Gradual Self-Truthifying for Large Language Models. CoRR abs/2401.12292 (2024)
[i217]
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  - journals/corr/abs-2401-17263
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Andy Zhou, Bo Li, Haohan Wang:
Robust Prompt Optimization for Defending Language Models Against Jailbreaking Attacks. CoRR abs/2401.17263 (2024)
[i216]
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  - journals/corr/abs-2402-03181
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Mintong Kang, Nezihe Merve Gürel, Ning Yu, Dawn Song, Bo Li:
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models. CoRR abs/2402.03181 (2024)
[i215]
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  - journals/corr/abs-2402-04249
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Mantas Mazeika, Long Phan, Xuwang Yin, Andy Zou, Zifan Wang, Norman Mu, Elham Sakhaee, Nathaniel Li, Steven Basart, Bo Li, David A. Forsyth, Dan Hendrycks:
HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal. CoRR abs/2402.04249 (2024)
[i214]
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  - journals/corr/abs-2402-08695
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Dinuka Sahabandu, Xiaojun Xu, Arezoo Rajabi, Luyao Niu, Bhaskar Ramasubramanian, Bo Li, Radha Poovendran:
Game of Trojans: Adaptive Adversaries Against Output-based Trojaned-Model Detectors. CoRR abs/2402.08695 (2024)
[i213]
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  - journals/corr/abs-2402-11753
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Fengqing Jiang, Zhangchen Xu, Luyao Niu, Zhen Xiang, Bhaskar Ramasubramanian, Bo Li, Radha Poovendran:
ArtPrompt: ASCII Art-based Jailbreak Attacks against Aligned LLMs. CoRR abs/2402.11753 (2024)
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  - journals/corr/abs-2402-14968
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Jiongxiao Wang, Jiazhao Li, Yiquan Li, Xiangyu Qi, Junjie Hu, Yixuan Li, Patrick McDaniel, Muhao Chen, Bo Li, Chaowei Xiao:
Mitigating Fine-tuning Jailbreak Attack with Backdoor Enhanced Alignment. CoRR abs/2402.14968 (2024)
[i211]
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  - journals/corr/abs-2403-00425
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Zhaorun Chen, Zhuokai Zhao, Hongyin Luo, Huaxiu Yao, Bo Li, Jiawei Zhou:
HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding. CoRR abs/2403.00425 (2024)
[i210]
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Chulin Xie, Zinan Lin, Arturs Backurs, Sivakanth Gopi, Da Yu, Huseyin A. Inan, Harsha Nori, Haotian Jiang, Huishuai Zhang, Yin Tat Lee, Bo Li, Sergey Yekhanin:
Differentially Private Synthetic Data via Foundation Model APIs 2: Text. CoRR abs/2403.01749 (2024)
[i209]
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Zijian Huang, Wenda Chu, Linyi Li, Chejian Xu, Bo Li:
COMMIT: Certifying Robustness of Multi-Sensor Fusion Systems against Semantic Attacks. CoRR abs/2403.02329 (2024)
[i208]
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Leo Chen, Benjamin Boardley, Ping Hu, Yiru Wang, Yifan Pu, Xin Jin, Yongqiang Yao, Ruihao Gong, Bo Li, Gao Huang, Xianglong Liu, Zifu Wan, Xinwang Chen, Ning Liu, Ziyi Zhang, Dongping Liu, Ruijie Shan, Zhengping Che, Fachao Zhang, Xiaofeng Mou, Jian Tang, Maxim Chuprov, Ivan Malofeev, Alexander Goncharenko, Andrey Shcherbin, Arseny Yanchenko, Sergey Alyamkin, Xiao Hu, George K. Thiruvathukal, Yung-Hsiang Lu:
2023 Low-Power Computer Vision Challenge (LPCVC) Summary. CoRR abs/2403.07153 (2024)
[i207]
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Zhangheng Li, Junyuan Hong, Bo Li, Zhangyang Wang:
Shake to Leak: Fine-tuning Diffusion Models Can Amplify the Generative Privacy Risk. CoRR abs/2403.09450 (2024)
[i206]
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  - journals/corr/abs-2403-11348
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Mintong Kang, Nezihe Merve Gürel, Linyi Li, Bo Li:
COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic Circuits. CoRR abs/2403.11348 (2024)
[i205]
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Zhuowen Yuan, Zidi Xiong, Yi Zeng, Ning Yu, Ruoxi Jia, Dawn Song, Bo Li:
RigorLLM: Resilient Guardrails for Large Language Models against Undesired Content. CoRR abs/2403.13031 (2024)
[i204]
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Junyuan Hong, Jinhao Duan, Chenhui Zhang, Zhangheng Li, Chulin Xie, Kelsey Lieberman, James Diffenderfer, Brian R. Bartoldson, Ajay Jaiswal, Kaidi Xu, Bhavya Kailkhura, Dan Hendrycks, Dawn Song, Zhangyang Wang, Bo Li:
Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression. CoRR abs/2403.15447 (2024)
[i203]
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Lijie Xu, Chulin Xie, Yiran Guo, Gustavo Alonso, Bo Li, Guoliang Li, Wei Wang, Wentao Wu, Ce Zhang:
TablePuppet: A Generic Framework for Relational Federated Learning. CoRR abs/2403.15839 (2024)
[i202]
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Jiawei Zhang, Chejian Xu, Yu Gai, Freddy Lécué, Dawn Song, Bo Li:
KnowHalu: Hallucination Detection via Multi-Form Knowledge Based Factual Checking. CoRR abs/2404.02935 (2024)
[i201]
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Bertie Vidgen, Adarsh Agrawal, Ahmed M. Ahmed, Victor Akinwande, Namir Al-Nuaimi, Najla Alfaraj, Elie Alhajjar, Lora Aroyo, Trupti Bavalatti, Borhane Blili-Hamelin, Kurt D. Bollacker, Rishi Bomassani, Marisa Ferrara Boston, Siméon Campos, Kal Chakra, Canyu Chen, Cody Coleman, Zacharie Delpierre Coudert, Leon Derczynski, Debojyoti Dutta, Ian Eisenberg, James Ezick, Heather Frase, Brian Fuller, Ram Gandikota, Agasthya Gangavarapu, Ananya Gangavarapu, James Gealy, Rajat Ghosh, James Goel, Usman Gohar, Subhra S. Goswami, Scott A. Hale, Wiebke Hutiri, Joseph Marvin Imperial, Surgan Jandial, Nick Judd, Felix Juefei-Xu, Foutse Khomh, Bhavya Kailkhura, Hannah Rose Kirk, Kevin Klyman, Chris Knotz, Michael Kuchnik, Shachi H. Kumar, Chris Lengerich, Bo Li, Zeyi Liao, Eileen Peters Long, Victor Lu, Yifan Mai, Priyanka Mary Mammen, Kelvin Manyeki, Sean McGregor, Virendra Mehta, Shafee Mohammed, Emanuel Moss, Lama Nachman, Dinesh Jinenhally Naganna, Amin Nikanjam, Besmira Nushi, Luis Oala, Iftach Orr, Alicia Parrish, Cigdem Patlak, William Pietri, Forough Poursabzi-Sangdeh, Eleonora Presani, Fabrizio Puletti, Paul Röttger, Saurav Sahay, Tim Santos, Nino Scherrer, Alice Schoenauer Sebag, Patrick Schramowski, Abolfazl Shahbazi, Vin Sharma, Xudong Shen, Vamsi Sistla, Leonard Tang, Davide Testuggine, Vithursan Thangarasa, Elizabeth Anne Watkins, Rebecca Weiss, Chris Welty, Tyler Wilbers, Adina Williams, Carole-Jean Wu, Poonam Yadav, Xianjun Yang, Yi Zeng, Wenhui Zhang, Fedor Zhdanov, Jiacheng Zhu, Percy Liang, Peter Mattson, Joaquin Vanschoren:
Introducing v0.5 of the AI Safety Benchmark from MLCommons. CoRR abs/2404.12241 (2024)
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  - journals/corr/abs-2405-03316
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Derui Wang, Minhui Xue, Bo Li, Seyit Camtepe, Liming Zhu:
Provably Unlearnable Examples. CoRR abs/2405.03316 (2024)
[i199]
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  - journals/corr/abs-2405-14062
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Jiawei Zhang, Chejian Xu, Bo Li:
ChatScene: Knowledge-Enabled Safety-Critical Scenario Generation for Autonomous Vehicles. CoRR abs/2405.14062 (2024)
[i198]
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  - journals/corr/abs-2405-19524
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Xiangyu Qi, Yangsibo Huang, Yi Zeng, Edoardo Debenedetti, Jonas Geiping, Luxi He, Kaixuan Huang, Udari Madhushani, Vikash Sehwag, Weijia Shi, Boyi Wei, Tinghao Xie, Danqi Chen, Pin-Yu Chen, Jeffrey Ding, Ruoxi Jia, Jiaqi Ma, Arvind Narayanan, Weijie J. Su, Mengdi Wang, Chaowei Xiao, Bo Li, Dawn Song, Peter Henderson, Prateek Mittal:
AI Risk Management Should Incorporate Both Safety and Security. CoRR abs/2405.19524 (2024)
[i197]
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  - journals/corr/abs-2405-20773
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Siyuan Ma, Weidi Luo, Yu Wang, Xiaogeng Liu, Muhao Chen, Bo Li, Chaowei Xiao:
Visual-RolePlay: Universal Jailbreak Attack on MultiModal Large Language Models via Role-playing Image Characte. CoRR abs/2405.20773 (2024)
[i196]
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Zhangchen Xu, Fengqing Jiang, Luyao Niu, Jinyuan Jia, Bo Li, Radha Poovendran:
ACE: A Model Poisoning Attack on Contribution Evaluation Methods in Federated Learning. CoRR abs/2405.20975 (2024)
[i195]
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  - journals/corr/abs-2406-01960
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Mintong Kang, Zhen Lin, Jimeng Sun, Cao Xiao, Bo Li:
Certifiably Byzantine-Robust Federated Conformal Prediction. CoRR abs/2406.01960 (2024)
[i194]
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Youwei Shu, Xi Xiao, Derui Wang, Yuxin Cao, Siji Chen, Jason Xue, Linyi Li, Bo Li:
Effects of Exponential Gaussian Distribution on (Double Sampling) Randomized Smoothing. CoRR abs/2406.02309 (2024)
[i193]
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  - journals/corr/abs-2406-09187
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Zhen Xiang, Linzhi Zheng, Yanjie Li, Junyuan Hong, Qinbin Li, Han Xie, Jiawei Zhang, Zidi Xiong, Chulin Xie, Carl Yang, Dawn Song, Bo Li:
GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning. CoRR abs/2406.09187 (2024)
[i192]
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  - journals/corr/abs-2406-14598
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Tinghao Xie, Xiangyu Qi, Yi Zeng, Yangsibo Huang, Udari Madhushani Sehwag, Kaixuan Huang, Luxi He, Boyi Wei, Dacheng Li, Ying Sheng, Ruoxi Jia, Bo Li, Kai Li, Danqi Chen, Peter Henderson, Prateek Mittal:
SORRY-Bench: Systematically Evaluating Large Language Model Safety Refusal Behaviors. CoRR abs/2406.14598 (2024)
[i191]
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  - journals/corr/abs-2406-17092
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Yi Zeng, Weiyu Sun, Tran Ngoc Huynh, Dawn Song, Bo Li, Ruoxi Jia:
BEEAR: Embedding-based Adversarial Removal of Safety Backdoors in Instruction-tuned Language Models. CoRR abs/2406.17092 (2024)
[i190]
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Yi Zeng, Kevin Klyman, Andy Zhou, Yu Yang, Minzhou Pan, Ruoxi Jia, Dawn Song, Percy Liang, Bo Li:
AI Risk Categorization Decoded (AIR 2024): From Government Regulations to Corporate Policies. CoRR abs/2406.17864 (2024)
[i189]
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  - journals/corr/abs-2407-00623
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Yiquan Li, Zhongzhu Chen, Kun Jin, Jiongxiao Wang, Bo Li, Chaowei Xiao:
Consistency Purification: Effective and Efficient Diffusion Purification towards Certified Robustness. CoRR abs/2407.00623 (2024)
[i188]
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  - journals/corr/abs-2407-05557
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Mintong Kang, Bo Li:
R²-Guard: Robust Reasoning Enabled LLM Guardrail via Knowledge-Enhanced Logical Reasoning. CoRR abs/2407.05557 (2024)
[i187]
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  - journals/corr/abs-2407-06380
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Jupinder Parmar, Shrimai Prabhumoye, Joseph Jennings, Bo Li, Aastha Jhunjhunwala, Zhilin Wang, Mostofa Patwary, Mohammad Shoeybi, Bryan Catanzaro:
Data, Data Everywhere: A Guide for Pretraining Dataset Construction. CoRR abs/2407.06380 (2024)
[i186]
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Haohong Lin, Wenhao Ding, Jian Chen, Laixi Shi, Jiacheng Zhu, Bo Li, Ding Zhao:
BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning. CoRR abs/2407.10967 (2024)
[i185]
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Zhaorun Chen, Zhen Xiang, Chaowei Xiao, Dawn Song, Bo Li:
AgentPoison: Red-teaming LLM Agents via Poisoning Memory or Knowledge Bases. CoRR abs/2407.12784 (2024)
[i184]
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Yi Zeng, Yu Yang, Andy Zhou, Jeffrey Ziwei Tan, Yuheng Tu, Yifan Mai, Kevin Klyman, Minzhou Pan, Ruoxi Jia, Dawn Song, Percy Liang, Bo Li:
AIR-Bench 2024: A Safety Benchmark Based on Risk Categories from Regulations and Policies. CoRR abs/2407.17436 (2024)
[i183]
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Rishub Tamirisa, Bhrugu Bharathi, Long Phan, Andy Zhou, Alice Gatti, Tarun Suresh, Maxwell Lin, Justin Wang, Rowan Wang, Ron Arel, Andy Zou, Dawn Song, Bo Li, Dan Hendrycks, Mantas Mazeika:
Tamper-Resistant Safeguards for Open-Weight LLMs. CoRR abs/2408.00761 (2024)
[i182]
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Qinbin Li, Junyuan Hong, Chulin Xie, Jeffrey Tan, Rachel Xin, Junyi Hou, Xavier Yin, Zhun Wang, Dan Hendrycks, Zhangyang Wang, Bo Li, Bingsheng He, Dawn Song:
LLM-PBE: Assessing Data Privacy in Large Language Models. CoRR abs/2408.12787 (2024)
[i181]
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  - journals/corr/abs-2409-04475
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Yihang Zheng, Bo Li, Zhenghao Lin, Yi Luo, Xuanhe Zhou, Chen Lin, Jinsong Su, Guoliang Li, Shifu Li:
Revolutionizing Database Q&A with Large Language Models: Comprehensive Benchmark and Evaluation. CoRR abs/2409.04475 (2024)
[i180]
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  - journals/corr/abs-2409-11295
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Zeyi Liao, Lingbo Mo, Chejian Xu, Mintong Kang, Jiawei Zhang, Chaowei Xiao, Yuan Tian, Bo Li, Huan Sun:
EIA: Environmental Injection Attack on Generalist Web Agents for Privacy Leakage. CoRR abs/2409.11295 (2024)
[i179]
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Xiaogeng Liu, Peiran Li, Edward Suh, Yevgeniy Vorobeychik, Zhuoqing Mao, Somesh Jha, Patrick McDaniel, Huan Sun, Bo Li, Chaowei Xiao:
AutoDAN-Turbo: A Lifelong Agent for Strategy Self-Exploration to Jailbreak LLMs. CoRR abs/2410.05295 (2024)
[i178]
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Andy Zhou, Xiaojun Xu, Ramesh Raghunathan, Alok Lal, Xinze Guan, Bin Yu, Bo Li:
KnowGraph: Knowledge-Enabled Anomaly Detection via Logical Reasoning on Graph Data. CoRR abs/2410.08390 (2024)
[i177]
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Yu Yang, Yuzhou Nie, Zhun Wang, Yuheng Tang, Wenbo Guo, Bo Li, Dawn Song:
SecCodePLT: A Unified Platform for Evaluating the Security of Code GenAI. CoRR abs/2410.11096 (2024)
[i176]
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Shuchao Pang, Zhigang Lu, Haichen Wang, Peng Fu, Yongbin Zhou, Minhui Xue, Bo Li:
Reconstruction of Differentially Private Text Sanitization via Large Language Models. CoRR abs/2410.12443 (2024)
[i175]
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Chejian Xu, Mintong Kang, Jiawei Zhang, Zeyi Liao, Lingbo Mo, Mengqi Yuan, Huan Sun, Bo Li:
AdvWeb: Controllable Black-box Attacks on VLM-powered Web Agents. CoRR abs/2410.17401 (2024)
2023
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Bo Li, Peng Qi, Bo Liu, Shuai Di, Jingen Liu, Jiquan Pei, Jinfeng Yi, Bowen Zhou:
Trustworthy AI: From Principles to Practices. ACM Comput. Surv. 55(9): 177:1-177:46 (2023)
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Jung-San Lee, Ying-Chin Chen, Chit-Jie Chew, Wei-Che Hung, Yun-Yi Fan, Bo Li:
Constructing gene features for robust 3D mesh zero-watermarking. J. Inf. Secur. Appl. 73: 103414 (2023)
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Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein:
Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses. IEEE Trans. Pattern Anal. Mach. Intell. 45(2): 1563-1580 (2023)
[j29]
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Wenhao Ding, Chejian Xu, Mansur Arief, Haohong Lin, Bo Li, Ding Zhao:
A Survey on Safety-Critical Driving Scenario Generation - A Methodological Perspective. IEEE Trans. Intell. Transp. Syst. 24(7): 6971-6988 (2023)
[j28]
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Lichao Sun, Yingtong Dou, Carl Yang, Kai Zhang, Ji Wang, Philip S. Yu, Lifang He, Bo Li:
Adversarial Attack and Defense on Graph Data: A Survey. IEEE Trans. Knowl. Data Eng. 35(8): 7693-7711 (2023)
[j27]
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Zhangheng Li, Tianlong Chen, Linyi Li, Bo Li, Zhangyang Wang:
Can Pruning Improve Certified Robustness of Neural Networks? Trans. Mach. Learn. Res. 2023 (2023)
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Jielin Qiu, Jiacheng Zhu, Mengdi Xu, Franck Dernoncourt, Trung Bui, Zhaowen Wang, Bo Li, Ding Zhao, Hailin Jin:
SCCS: Semantics-Consistent Cross-domain Summarization via Optimal Transport Alignment. ACL (Findings) 2023: 1584-1601
[c155]
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Mengdi Xu, Peide Huang, Yaru Niu, Visak Kumar, Jielin Qiu, Chao Fang, Kuan-Hui Lee, Xuewei Qi, Henry Lam, Bo Li, Ding Zhao:
Group Distributionally Robust Reinforcement Learning with Hierarchical Latent Variables. AISTATS 2023: 2677-2703
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Chulin Xie, Yunhui Long, Pin-Yu Chen, Qinbin Li, Sanmi Koyejo, Bo Li:
Unraveling the Connections between Privacy and Certified Robustness in Federated Learning Against Poisoning Attacks. CCS 2023: 1511-1525
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Weixin Chen, Dawn Song, Bo Li:
TrojDiff: Trojan Attacks on Diffusion Models with Diverse Targets. CVPR 2023: 4035-4044
[c152]
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Jielin Qiu, William Han, Jiacheng Zhu, Mengdi Xu, Douglas Weber, Bo Li, Ding Zhao:
Can Brain Signals Reveal Inner Alignment with Human Languages? EMNLP (Findings) 2023: 1789-1804
[c151]
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Boxin Wang, Wei Ping, Peng Xu, Lawrence McAfee, Zihan Liu, Mohammad Shoeybi, Yi Dong, Oleksii Kuchaiev, Bo Li, Chaowei Xiao, Anima Anandkumar, Bryan Catanzaro:
Shall We Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study. EMNLP 2023: 7763-7786
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Zhuolin Yang, Wei Ping, Zihan Liu, Vijay Korthikanti, Weili Nie, De-An Huang, Linxi Fan, Zhiding Yu, Shiyi Lan, Bo Li, Mohammad Shoeybi, Ming-Yu Liu, Yuke Zhu, Bryan Catanzaro, Chaowei Xiao, Anima Anandkumar:
Re-ViLM: Retrieval-Augmented Visual Language Model for Zero and Few-Shot Image Captioning. EMNLP (Findings) 2023: 11844-11857
[c149]
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  - conf/iclr/LiuGCZT0Z23
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Zuxin Liu, Zijian Guo, Zhepeng Cen, Huan Zhang, Jie Tan, Bo Li, Ding Zhao:
On the Robustness of Safe Reinforcement Learning under Observational Perturbations. ICLR 2023
[c148]
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Chaowei Xiao, Zhongzhu Chen, Kun Jin, Jiongxiao Wang, Weili Nie, Mingyan Liu, Anima Anandkumar, Bo Li, Dawn Song:
DensePure: Understanding Diffusion Models for Adversarial Robustness. ICLR 2023
[c147]
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Yige Li, Xixiang Lyu, Xingjun Ma, Nodens Koren, Lingjuan Lyu, Bo Li, Yu-Gang Jiang:
Reconstructive Neuron Pruning for Backdoor Defense. ICML 2023: 19837-19854
[c146]
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Zhen Xiang, Zidi Xiong, Bo Li:
UMD: Unsupervised Model Detection for X2X Backdoor Attacks. ICML 2023: 38013-38038
[c145]
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Jiacheng Zhu, Jielin Qiu, Aritra Guha, Zhuolin Yang, XuanLong Nguyen, Bo Li, Ding Zhao:
Interpolation for Robust Learning: Data Augmentation on Wasserstein Geodesics. ICML 2023: 43129-43157
[c144]
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Bochuan Cao, Changjiang Li, Ting Wang, Jinyuan Jia, Bo Li, Jinghui Chen:
IMPRESS: Evaluating the Resilience of Imperceptible Perturbations Against Unauthorized Data Usage in Diffusion-Based Generative AI. NeurIPS 2023
[c143]
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Jinyuan Jia, Zhuowen Yuan, Dinuka Sahabandu, Luyao Niu, Arezoo Rajabi, Bhaskar Ramasubramanian, Bo Li, Radha Poovendran:
FedGame: A Game-Theoretic Defense against Backdoor Attacks in Federated Learning. NeurIPS 2023
[c142]
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Mintong Kang, Dawn Song, Bo Li:
DiffAttack: Evasion Attacks Against Diffusion-Based Adversarial Purification. NeurIPS 2023
[c141]
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  - conf/nips/MurhekarYCLM23
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Aniket Murhekar, Zhuowen Yuan, Bhaskar Ray Chaudhury, Bo Li, Ruta Mehta:
Incentives in Federated Learning: Equilibria, Dynamics, and Mechanisms for Welfare Maximization. NeurIPS 2023
[c140]
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Boxin Wang, Weixin Chen, Hengzhi Pei, Chulin Xie, Mintong Kang, Chenhui Zhang, Chejian Xu, Zidi Xiong, Ritik Dutta, Rylan Schaeffer, Sang T. Truong, Simran Arora, Mantas Mazeika, Dan Hendrycks, Zinan Lin, Yu Cheng, Sanmi Koyejo, Dawn Song, Bo Li:
DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models. NeurIPS 2023
[c139]
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Maurice Weber, Carlo Siebenschuh, Rory Butler, Anton Alexandrov, Valdemar Thanner, Georgios Tsolakis, Haris Jabbar, Ian T. Foster, Bo Li, Rick Stevens, Ce Zhang:
WordScape: a Pipeline to extract multilingual, visually rich Documents with Layout Annotations from Web Crawl Data. NeurIPS 2023
[c138]
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Zhen Xiang, Zidi Xiong, Bo Li:
CBD: A Certified Backdoor Detector Based on Local Dominant Probability. NeurIPS 2023
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  - conf/satml/XuWLG023
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Xiaojun Xu, Hanzhang Wang, Alok Lal, Carl A. Gunter, Bo Li:
EDoG: Adversarial Edge Detection For Graph Neural Networks. SaTML 2023: 291-305
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  - conf/satml/ZhangL0023
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Jiawei Zhang, Linyi Li, Ce Zhang, Bo Li:
CARE: Certifiably Robust Learning with Reasoning via Variational Inference. SaTML 2023: 554-574
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Mintong Kang, Linyi Li, Bo Li:
FaShapley: Fast and Approximated Shapley Based Model Pruning Towards Certifiably Robust DNNs. SaTML 2023: 575-592
[c134]
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  - conf/sigmod/DongLSTWHT23
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Xin Luna Dong, Bo Li, Julia Stoyanovich, Anthony Kum Hoe Tung, Gerhard Weikum, Alon Y. Halevy, Wang-Chiew Tan:
Personal Data for Personal Use: Vision or Reality? SIGMOD Conference Companion 2023: 263-264
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Linyi Li, Tao Xie, Bo Li:
SoK: Certified Robustness for Deep Neural Networks. SP 2023: 1289-1310
[c132]
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  - conf/sp/WeberXKZL23
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Maurice Weber, Xiaojun Xu, Bojan Karlas, Ce Zhang, Bo Li:
RAB: Provable Robustness Against Backdoor Attacks. SP 2023: 1311-1328
[c131]
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Xiaojun Xu, Qingying Hao, Zhuolin Yang, Bo Li, David M. Liebovitz, Gang Wang, Carl A. Gunter:
How to Cover up Anomalous Accesses to Electronic Health Records. USENIX Security Symposium 2023: 229-246
[c130]
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Jiawei Zhang, Zhongzhu Chen, Huan Zhang, Chaowei Xiao, Bo Li:
DiffSmooth: Certifiably Robust Learning via Diffusion Models and Local Smoothing. USENIX Security Symposium 2023: 4787-4804
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Bo Li, Wenyuan Xu, Jieshan Chen, Yang Zhang, Jason Xue, Shuo Wang, Guangdong Bai, Xingliang Yuan:
Proceedings of the 1st ACM Workshop on Large AI Systems and Models with Privacy and Safety Analysis, LAMPS 2024, Salt Lake City, UT, USA, October 14-18, 2024. ACM 2023, ISBN 979-8-4007-1209-8 [contents]
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Hyoungwook Nam, Raghavendra Pradyumna Pothukuchi, Bo Li, Nam Sung Kim, Josep Torrellas:
Defensive ML: Defending Architectural Side-channels with Adversarial Obfuscation. CoRR abs/2302.01474 (2023)
[i173]
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Jiacheng Zhu, Jielin Qiu, Aritra Guha, Zhuolin Yang, XuanLong Nguyen, Bo Li, Ding Zhao:
Interpolation for Robust Learning: Data Augmentation on Geodesics. CoRR abs/2302.02092 (2023)
[i172]
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  - journals/corr/abs-2302-04858
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Zhuolin Yang, Wei Ping, Zihan Liu, Vijay Korthikanti, Weili Nie, De-An Huang, Linxi Fan, Zhiding Yu, Shiyi Lan, Bo Li, Ming-Yu Liu, Yuke Zhu, Mohammad Shoeybi, Bryan Catanzaro, Chaowei Xiao, Anima Anandkumar:
Re-ViLM: Retrieval-Augmented Visual Language Model for Zero and Few-Shot Image Captioning. CoRR abs/2302.04858 (2023)
[i171]
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  - journals/corr/abs-2302-06637
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  - https://dblp.org/rec/journals/corr/abs-2302-06637
Chulin Xie, De-An Huang, Wenda Chu, Daguang Xu, Chaowei Xiao, Bo Li, Anima Anandkumar:
PerAda: Parameter-Efficient and Generalizable Federated Learning Personalization with Guarantees. CoRR abs/2302.06637 (2023)
[i170]
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Weixin Chen, Dawn Song, Bo Li:
TrojDiff: Trojan Attacks on Diffusion Models with Diverse Targets. CoRR abs/2303.05762 (2023)
[i169]
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Boxin Wang, Wei Ping, Peng Xu, Lawrence McAfee, Zihan Liu, Mohammad Shoeybi, Yi Dong, Oleksii Kuchaiev, Bo Li, Chaowei Xiao, Anima Anandkumar, Bryan Catanzaro:
Shall We Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study. CoRR abs/2304.06762 (2023)
[i168]
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  - journals/corr/abs-2305-12132
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Boxin Wang, Jacky Yibo Zhang, Yuan Cao, Bo Li, H. Brendan McMahan, Sewoong Oh, Zheng Xu, Manzil Zaheer:
Can Public Large Language Models Help Private Cross-device Federated Learning? CoRR abs/2305.12132 (2023)
[i167]
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  - journals/corr/abs-2305-14876
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Yige Li, Xixiang Lyu, Xingjun Ma, Nodens Koren, Lingjuan Lyu, Bo Li, Yu-Gang Jiang:
Reconstructive Neuron Pruning for Backdoor Defense. CoRR abs/2305.14876 (2023)
[i166]
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Zhen Xiang, Zidi Xiong, Bo Li:
UMD: Unsupervised Model Detection for X2X Backdoor Attacks. CoRR abs/2305.18651 (2023)
[i165]
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  - journals/corr/abs-2306-04216
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Jielin Qiu, Jiacheng Zhu, William Han, Aditesh Kumar, Karthik Mittal, Claire Jin, Zhengyuan Yang, Linjie Li, Jianfeng Wang, Bo Li, Ding Zhao, Lijuan Wang:
MultiSum: A Dataset for Multimodal Summarization and Thumbnail Generation of Videos. CoRR abs/2306.04216 (2023)
[i164]
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  - journals/corr/abs-2306-11698
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Boxin Wang, Weixin Chen, Hengzhi Pei, Chulin Xie, Mintong Kang, Chenhui Zhang, Chejian Xu, Zidi Xiong, Ritik Dutta, Rylan Schaeffer, Sang T. Truong, Simran Arora, Mantas Mazeika, Dan Hendrycks, Zinan Lin, Yu Cheng, Sanmi Koyejo, Dawn Song, Bo Li:
DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models. CoRR abs/2306.11698 (2023)
[i163]
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  - journals/corr/abs-2307-02106
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Yuzheng Hu, Fan Wu, Qinbin Li, Yunhui Long, Gonzalo Munilla Garrido, Chang Ge, Bolin Ding, David A. Forsyth, Bo Li, Dawn Song:
SoK: Privacy-Preserving Data Synthesis. CoRR abs/2307.02106 (2023)
[i162]
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Jiawei Zhang, Zhongzhu Chen, Huan Zhang, Chaowei Xiao, Bo Li:
DiffSmooth: Certifiably Robust Learning via Diffusion Models and Local Smoothing. CoRR abs/2308.14333 (2023)
[i161]
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  - journals/corr/abs-2310-07713
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Boxin Wang, Wei Ping, Lawrence McAfee, Peng Xu, Bo Li, Mohammad Shoeybi, Bryan Catanzaro:
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining. CoRR abs/2310.07713 (2023)
[i160]
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  - journals/corr/abs-2310-11865
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Qinbin Li, Chulin Xie, Xiaojun Xu, Xiaoyuan Liu, Ce Zhang, Bo Li, Bingsheng He, Dawn Song:
Effective and Efficient Federated Tree Learning on Hybrid Data. CoRR abs/2310.11865 (2023)
[i159]
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Yifei He, Haoxiang Wang, Bo Li, Han Zhao:
Gradual Domain Adaptation: Theory and Algorithms. CoRR abs/2310.13852 (2023)
[i158]
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Zhen Xiang, Zidi Xiong, Bo Li:
CBD: A Certified Backdoor Detector Based on Local Dominant Probability. CoRR abs/2310.17498 (2023)
[i157]
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  - journals/corr/abs-2310-19248
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Bochuan Cao, Changjiang Li, Ting Wang, Jinyuan Jia, Bo Li, Jinghui Chen:
IMPRESS: Evaluating the Resilience of Imperceptible Perturbations Against Unauthorized Data Usage in Diffusion-Based Generative AI. CoRR abs/2310.19248 (2023)
[i156]
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  - journals/corr/abs-2311-00966
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Haoxiang Wang, Gargi Balasubramaniam, Haozhe Si, Bo Li, Han Zhao:
Invariant-Feature Subspace Recovery: A New Class of Provable Domain Generalization Algorithms. CoRR abs/2311.00966 (2023)
[i155]
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  - journals/corr/abs-2311-11225
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Hengzhi Pei, Jinyuan Jia, Wenbo Guo, Bo Li, Dawn Song:
TextGuard: Provable Defense against Backdoor Attacks on Text Classification. CoRR abs/2311.11225 (2023)
[i154]
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Mintong Kang, Dawn Song, Bo Li:
DiffAttack: Evasion Attacks Against Diffusion-Based Adversarial Purification. CoRR abs/2311.16124 (2023)
[i153]
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Fengqing Jiang, Zhangchen Xu, Luyao Niu, Boxin Wang, Jinyuan Jia, Bo Li, Radha Poovendran:
Identifying and Mitigating Vulnerabilities in LLM-Integrated Applications. CoRR abs/2311.16153 (2023)
[i152]
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  - journals/corr/abs-2312-03724
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Junyuan Hong, Jiachen T. Wang, Chenhui Zhang, Zhangheng Li, Bo Li, Zhangyang Wang:
DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer. CoRR abs/2312.03724 (2023)
[i151]
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  - journals/corr/abs-2312-10188
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Maurice Weber, Carlo Siebenschuh, Rory Butler, Anton Alexandrov, Valdemar Thanner, Georgios Tsolakis, Haris Jabbar, Ian T. Foster, Bo Li, Rick Stevens, Ce Zhang:
WordScape: a Pipeline to extract multilingual, visually rich Documents with Layout Annotations from Web Crawl Data. CoRR abs/2312.10188 (2023)
2022
[j26]
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Tianyu Du, Shouling Ji, Bo Wang, Sirui He, Jinfeng Li, Bo Li, Tao Wei, Yunhan Jia, Raheem Beyah, Ting Wang:
DetectS ec: Evaluating the robustness of object detection models to adversarial attacks. Int. J. Intell. Syst. 37(9): 6463-6492 (2022)
[j25]
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Tao Bai, Jun Zhao, Jinlin Zhu, Shoudong Han, Jiefeng Chen, Bo Li, Alex ChiChung Kot:
Toward Efficiently Evaluating the Robustness of Deep Neural Networks in IoT Systems: A GAN-Based Method. IEEE Internet Things J. 9(3): 1875-1884 (2022)
[j24]
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Changjiang Li, Shouling Ji, Haiqin Weng, Bo Li, Jie Shi, Raheem Beyah, Shanqing Guo, Zonghui Wang, Ting Wang:
Towards Certifying the Asymmetric Robustness for Neural Networks: Quantification and Applications. IEEE Trans. Dependable Secur. Comput. 19(6): 3987-4001 (2022)
[c129]
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  - conf/atal/PanXHYPSLLS22
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Xinlei Pan, Chaowei Xiao, Warren He, Shuang Yang, Jian Peng, Mingjie Sun, Mingyan Liu, Bo Li, Dawn Song:
Characterizing Attacks on Deep Reinforcement Learning. AAMAS 2022: 1010-1018
[c128]
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Jiacheng Zhu, Gregory Darnell, Agni Kumar, Ding Zhao, Bo Li, XuanLong Nguyen, Shirley You Ren:
PhysioMTL: Personalizing Physiological Patterns using Optimal Transport Multi-Task Regression. CHIL 2022: 354-374
[c127]
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Jian Kang, Shuaicheng Zhang, Bo Li, Jingrui He, Jian Pei, Dawei Zhou:
TrustLOG: The First Workshop on Trustworthy Learning on Graphs. CIKM 2022: 5169-5170
[c126]
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  - conf/corl/DingLLZ22
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Wenhao Ding, Haohong Lin, Bo Li, Ding Zhao:
CausalAF: Causal Autoregressive Flow for Safety-Critical Driving Scenario Generation. CoRL 2022: 812-823
[c125]
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  - conf/cvpr/WangW0022
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Haoxiang Wang, Yite Wang, Ruoyu Sun, Bo Li:
Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning. CVPR 2022: 9787-9798
[c124]
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Dan Hendrycks, Andy Zou, Mantas Mazeika, Leonard Tang, Bo Li, Dawn Song, Jacob Steinhardt:
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures. CVPR 2022: 16762-16771
[c123]
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  - conf/eccv/YuanWLXL22
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Zhuowen Yuan, Fan Wu, Yunhui Long, Chaowei Xiao, Bo Li:
SecretGen: Privacy Recovery on Pre-trained Models via Distribution Discrimination. ECCV (5) 2022: 139-155
[c122]
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  - conf/iclr/WuL0KKZ022
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Fan Wu, Linyi Li, Huan Zhang, Bhavya Kailkhura, Krishnaram Kenthapadi, Ding Zhao, Bo Li:
COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks. ICLR 2022
[c121]
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Fan Wu, Linyi Li, Zijian Huang, Yevgeniy Vorobeychik, Ding Zhao, Bo Li:
CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing. ICLR 2022
[c120]
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  - conf/iclr/YangLXK0L22
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Zhuolin Yang, Linyi Li, Xiaojun Xu, Bhavya Kailkhura, Tao Xie, Bo Li:
On the Certified Robustness for Ensemble Models and Beyond. ICLR 2022
[c119]
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  - conf/icml/ChuLL22
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Wenda Chu, Linyi Li, Bo Li:
TPC: Transformation-Specific Smoothing for Point Cloud Models. ICML 2022: 4035-4056
[c118]
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Linyi Li, Jiawei Zhang, Tao Xie, Bo Li:
Double Sampling Randomized Smoothing. ICML 2022: 13163-13208
[c117]
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Zuxin Liu, Zhepeng Cen, Vladislav Isenbaev, Wei Liu, Zhiwei Steven Wu, Bo Li, Ding Zhao:
Constrained Variational Policy Optimization for Safe Reinforcement Learning. ICML 2022: 13644-13668
[c116]
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Mantas Mazeika, Bo Li, David A. Forsyth:
How to Steer Your Adversary: Targeted and Efficient Model Stealing Defenses with Gradient Redirection. ICML 2022: 15241-15254
[c115]
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Haoxiang Wang, Bo Li, Han Zhao:
Understanding Gradual Domain Adaptation: Improved Analysis, Optimal Path and Beyond. ICML 2022: 22784-22801
[c114]
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Haoxiang Wang, Haozhe Si, Bo Li, Han Zhao:
Provable Domain Generalization via Invariant-Feature Subspace Recovery. ICML 2022: 23018-23033
[c113]
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  - conf/icml/WeberLWZ0022
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Maurice Weber, Linyi Li, Boxin Wang, Zhikuan Zhao, Bo Li, Ce Zhang:
Certifying Out-of-Domain Generalization for Blackbox Functions. ICML 2022: 23527-23548
[c112]
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Xiaojun Xu, Jacky Y. Zhang, Evelyn Ma, Hyun Ho Son, Sanmi Koyejo, Bo Li:
Adversarially Robust Models may not Transfer Better: Sufficient Conditions for Domain Transferability from the View of Regularization. ICML 2022: 24770-24802
[c111]
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  - conf/issre/BansalKYLHCS22
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Ayoosh Bansal, Hunmin Kim, Simon Yu, Bo Li, Naira Hovakimyan, Marco Caccamo, Lui Sha:
Verifiable Obstacle Detection. ISSRE 2022: 61-72
[c110]
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  - conf/itsc/AriefCLHLLZ22
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Mansur Arief, Zhepeng Cen, Zhenyuan Liu, Zhiyuan Huang, Bo Li, Henry Lam, Ding Zhao:
Certifiable Evaluation for Autonomous Vehicle Perception Systems using Deep Importance Sampling (Deep IS). ITSC 2022: 1736-1742
[c109]
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  - conf/kdd/ChenHLL22
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Pin-Yu Chen, Cho-Jui Hsieh, Bo Li, Sijia Liu:
The Fourth Workshop on Adversarial Learning Methods for Machine Learning and Data Mining (AdvML 2022). KDD 2022: 4858-4859
[c108]
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Jiacheng Zhu, Jielin Qiu, Zhuolin Yang, Douglas Weber, Michael A. Rosenberg, Emerson Liu, Bo Li, Ding Zhao:
GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction. MLHC 2022: 172-197
[c107]
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Boxin Wang, Chejian Xu, Xiangyu Liu, Yu Cheng, Bo Li:
SemAttack: Natural Textual Attacks via Different Semantic Spaces. NAACL-HLT (Findings) 2022: 176-205
[c106]
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Bhaskar Ray Chaudhury, Linyi Li, Mintong Kang, Bo Li, Ruta Mehta:
Fairness in Federated Learning via Core-Stability. NeurIPS 2022
[c105]
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Wenhao Ding, Haohong Lin, Bo Li, Ding Zhao:
Generalizing Goal-Conditioned Reinforcement Learning with Variational Causal Reasoning. NeurIPS 2022
[c104]
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Jiawei Jiang, Lukas Burkhalter, Fangcheng Fu, Bolin Ding, Bo Du, Anwar Hithnawi, Bo Li, Ce Zhang:
VF-PS: How to Select Important Participants in Vertical Federated Learning, Efficiently and Securely? NeurIPS 2022
[c103]
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Mintong Kang, Linyi Li, Maurice Weber, Yang Liu, Ce Zhang, Bo Li:
Certifying Some Distributional Fairness with Subpopulation Decomposition. NeurIPS 2022
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Jing Liu, Chulin Xie, Sanmi Koyejo, Bo Li:
CoPur: Certifiably Robust Collaborative Inference via Feature Purification. NeurIPS 2022
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Boxin Wang, Wei Ping, Chaowei Xiao, Peng Xu, Mostofa Patwary, Mohammad Shoeybi, Bo Li, Anima Anandkumar, Bryan Catanzaro:
Exploring the Limits of Domain-Adaptive Training for Detoxifying Large-Scale Language Models. NeurIPS 2022
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Chejian Xu, Wenhao Ding, Weijie Lyu, Zuxin Liu, Shuai Wang, Yihan He, Hanjiang Hu, Ding Zhao, Bo Li:
SafeBench: A Benchmarking Platform for Safety Evaluation of Autonomous Vehicles. NeurIPS 2022
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Xiaojun Xu, Linyi Li, Bo Li:
LOT: Layer-wise Orthogonal Training on Improving l2 Certified Robustness. NeurIPS 2022
[c98]
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Zhuolin Yang, Zhikuan Zhao, Boxin Wang, Jiawei Zhang, Linyi Li, Hengzhi Pei, Bojan Karlas, Ji Liu, Heng Guo, Ce Zhang, Bo Li:
Improving Certified Robustness via Statistical Learning with Logical Reasoning. NeurIPS 2022
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Huan Zhang, Shiqi Wang, Kaidi Xu, Linyi Li, Bo Li, Suman Jana, Cho-Jui Hsieh, J. Zico Kolter:
General Cutting Planes for Bound-Propagation-Based Neural Network Verification. NeurIPS 2022
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Jialuo Chen, Jingyi Wang, Tinglan Peng, Youcheng Sun, Peng Cheng, Shouling Ji, Xingjun Ma, Bo Li, Dawn Song:
Copy, Right? A Testing Framework for Copyright Protection of Deep Learning Models. SP 2022: 824-841
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Fan Wu, Yunhui Long, Ce Zhang, Bo Li:
LINKTELLER: Recovering Private Edges from Graph Neural Networks via Influence Analysis. SP 2022: 2005-2024
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Pratyush Maini, Xinyun Chen, Bo Li, Dawn Song:
Perturbation type categorization for multiple adversarial perturbation robustness. UAI 2022: 1317-1327
[i150]
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Bo Li, Qiulin Wang, Jiquan Pei, Yu Yang, Xiangyang Ji:
Which Style Makes Me Attractive? Interpretable Control Discovery and Counterfactual Explanation on StyleGAN. CoRR abs/2201.09689 (2022)
[i149]
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Zuxin Liu, Zhepeng Cen, Vladislav Isenbaev, Wei Liu, Zhiwei Steven Wu, Bo Li, Ding Zhao:
Constrained Variational Policy Optimization for Safe Reinforcement Learning. CoRR abs/2201.11927 (2022)
[i148]
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Wenda Chu, Linyi Li, Bo Li:
TPC: Transformation-Specific Smoothing for Point Cloud Models. CoRR abs/2201.12733 (2022)
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Haoxiang Wang, Haozhe Si, Bo Li, Han Zhao:
Provable Domain Generalization via Invariant-Feature Subspace Recovery. CoRR abs/2201.12919 (2022)
[i146]
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  - journals/corr/abs-2202-01679
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Maurice Weber, Linyi Li, Boxin Wang, Zhikuan Zhao, Bo Li, Ce Zhang:
Certifying Out-of-Domain Generalization for Blackbox Functions. CoRR abs/2202.01679 (2022)
[i145]
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Xiaojun Xu, Jacky Yibo Zhang, Evelyn Ma, Danny Son, Oluwasanmi Koyejo, Bo Li:
Adversarially Robust Models may not Transfer Better: Sufficient Conditions for Domain Transferability from the View of Regularization. CoRR abs/2202.01832 (2022)
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Wenhao Ding, Chejian Xu, Mansur Arief, Haohong Lin, Bo Li, Ding Zhao:
A Survey on Safety-Critical Driving Scenario Generation - A Methodological Perspective. CoRR abs/2202.02215 (2022)
[i143]
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Boxin Wang, Wei Ping, Chaowei Xiao, Peng Xu, Mostofa Patwary, Mohammad Shoeybi, Bo Li, Anima Anandkumar, Bryan Catanzaro:
Exploring the Limits of Domain-Adaptive Training for Detoxifying Large-Scale Language Models. CoRR abs/2202.04173 (2022)
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Fan Wu, Linyi Li, Chejian Xu, Huan Zhang, Bhavya Kailkhura, Krishnaram Kenthapadi, Ding Zhao, Bo Li:
COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks. CoRR abs/2203.08398 (2022)
[i141]
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Haoxiang Wang, Yite Wang, Ruoyu Sun, Bo Li:
Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning. CoRR abs/2203.09137 (2022)
[i140]
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Jiacheng Zhu, Gregory Darnell, Agni Kumar, Ding Zhao, Bo Li, XuanLong Nguyen, Shirley You Ren:
PhysioMTL: Personalizing Physiological Patterns using Optimal Transport Multi-Task Regression. CoRR abs/2203.12595 (2022)
[i139]
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Mansur Arief, Zhepeng Cen, Zhenyuan Liu, Zhiyuan Huang, Henry Lam, Bo Li, Ding Zhao:
Test Against High-Dimensional Uncertainties: Accelerated Evaluation of Autonomous Vehicles with Deep Importance Sampling. CoRR abs/2204.02351 (2022)
[i138]
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Jielin Qiu, Jiacheng Zhu, Mengdi Xu, Franck Dernoncourt, Trung Bui, Zhaowen Wang, Bo Li, Ding Zhao, Hailin Jin:
MHMS: Multimodal Hierarchical Multimedia Summarization. CoRR abs/2204.03734 (2022)
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Haoxiang Wang, Bo Li, Han Zhao:
Understanding Gradual Domain Adaptation: Improved Analysis, Optimal Path and Beyond. CoRR abs/2204.08200 (2022)
[i136]
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Bojan Karlas, David Dao, Matteo Interlandi, Bo Li, Sebastian Schelter, Wentao Wu, Ce Zhang:
Data Debugging with Shapley Importance over End-to-End Machine Learning Pipelines. CoRR abs/2204.11131 (2022)
[i135]
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  - journals/corr/abs-2205-01287
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Boxin Wang, Chejian Xu, Xiangyu Liu, Yu Cheng, Bo Li:
SemAttack: Natural Textual Attacks via Different Semantic Spaces. CoRR abs/2205.01287 (2022)
[i134]
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Xiangshan Gao, Xingjun Ma, Jingyi Wang, Youcheng Sun, Bo Li, Shouling Ji, Peng Cheng, Jiming Chen:
VeriFi: Towards Verifiable Federated Unlearning. CoRR abs/2205.12709 (2022)
[i133]
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Zuxin Liu, Zijian Guo, Zhepeng Cen, Huan Zhang, Jie Tan, Bo Li, Ding Zhao:
On the Robustness of Safe Reinforcement Learning under Observational Perturbations. CoRR abs/2205.14691 (2022)
[i132]
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Mintong Kang, Linyi Li, Maurice Weber, Yang Liu, Ce Zhang, Bo Li:
Certifying Some Distributional Fairness with Subpopulation Decomposition. CoRR abs/2205.15494 (2022)
[i131]
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  - journals/corr/abs-2206-07311
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Zhangheng Li, Tianlong Chen, Linyi Li, Bo Li, Zhangyang Wang:
Can pruning improve certified robustness of neural networks? CoRR abs/2206.07311 (2022)
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Linyi Li, Jiawei Zhang, Tao Xie, Bo Li:
Double Sampling Randomized Smoothing. CoRR abs/2206.07912 (2022)
[i129]
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  - journals/corr/abs-2206-09682
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Chejian Xu, Wenhao Ding, Weijie Lyu, Zuxin Liu, Shuai Wang, Yihan He, Hanjiang Hu, Ding Zhao, Bo Li:
SafeBench: A Benchmarking Platform for Safety Evaluation of Autonomous Vehicles. CoRR abs/2206.09682 (2022)
[i128]
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  - journals/corr/abs-2206-14157
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Mantas Mazeika, Bo Li, David A. Forsyth:
How to Steer Your Adversary: Targeted and Efficient Model Stealing Defenses with Gradient Redirection. CoRR abs/2206.14157 (2022)
[i127]
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Dinuka Sahabandu, Arezoo Rajabi, Luyao Niu, Bo Li, Bhaskar Ramasubramanian, Radha Poovendran:
Game of Trojans: A Submodular Byzantine Approach. CoRR abs/2207.05937 (2022)
[i126]
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  - journals/corr/abs-2207-09081
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Wenhao Ding, Haohong Lin, Bo Li, Ding Zhao:
Generalizing Goal-Conditioned Reinforcement Learning with Variational Causal Reasoning. CoRR abs/2207.09081 (2022)
[i125]
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  - journals/corr/abs-2207-09087
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Yuzheng Hu, Tianle Cai, Jinyong Shan, Shange Tang, Chaochao Cai, Ethan Song, Bo Li, Dawn Song:
Is Vertical Logistic Regression Privacy-Preserving? A Comprehensive Privacy Analysis and Beyond. CoRR abs/2207.09087 (2022)
[i124]
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  - journals/corr/abs-2207-10226
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Chulin Xie, Pin-Yu Chen, Ce Zhang, Bo Li:
Improving Privacy-Preserving Vertical Federated Learning by Efficient Communication with ADMM. CoRR abs/2207.10226 (2022)
[i123]
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  - journals/corr/abs-2207-10265
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Wenda Chu, Chulin Xie, Boxin Wang, Linyi Li, Lang Yin, Han Zhao, Bo Li:
FOCUS: Fairness via Agent-Awareness for Federated Learning on Heterogeneous Data. CoRR abs/2207.10265 (2022)
[i122]
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  - journals/corr/abs-2207-10308
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Xiaoyuan Liu, Tianneng Shi, Chulin Xie, Qinbin Li, Kangping Hu, Haoyu Kim, Xiaojun Xu, Bo Li, Dawn Song:
UniFed: A Benchmark for Federated Learning Frameworks. CoRR abs/2207.10308 (2022)
[i121]
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  - journals/corr/abs-2207-12263
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Zhuowen Yuan, Fan Wu, Yunhui Long, Chaowei Xiao, Bo Li:
SecretGen: Privacy Recovery on Pre-Trained Models via Distribution Discrimination. CoRR abs/2207.12263 (2022)
[i120]
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  - journals/corr/abs-2208-01220
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Jiacheng Zhu, Jielin Qiu, Zhuolin Yang, Douglas Weber, Michael A. Rosenberg, Emerson Liu, Bo Li, Ding Zhao:
GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction. CoRR abs/2208.01220 (2022)
[i119]
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  - journals/corr/abs-2208-05740
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Huan Zhang, Shiqi Wang, Kaidi Xu, Linyi Li, Bo Li, Suman Jana, Cho-Jui Hsieh, J. Zico Kolter:
General Cutting Planes for Bound-Propagation-Based Neural Network Verification. CoRR abs/2208.05740 (2022)
[i118]
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  - journals/corr/abs-2208-06348
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William Han, Jielin Qiu, Jiacheng Zhu, Mengdi Xu, Douglas Weber, Bo Li, Ding Zhao:
An Empirical Exploration of Cross-domain Alignment between Language and Electroencephalogram. CoRR abs/2208.06348 (2022)
[i117]
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  - journals/corr/abs-2208-14403
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Ayoosh Bansal, Hunmin Kim, Simon Yu, Bo Li, Naira Hovakimyan, Marco Caccamo, Lui Sha:
Verifiable Obstacle Detection. CoRR abs/2208.14403 (2022)
[i116]
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  - journals/corr/abs-2209-01710
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Ayoosh Bansal, Simon Yu, Hunmin Kim, Bo Li, Naira Hovakimyan, Marco Caccamo, Lui Sha:
Synergistic Redundancy: Towards Verifiable Safety for Autonomous Vehicles. CoRR abs/2209.01710 (2022)
[i115]
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  - journals/corr/abs-2209-04022
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Chulin Xie, Zhong Cao, Yunhui Long, Diange Yang, Ding Zhao, Bo Li:
Privacy of Autonomous Vehicles: Risks, Protection Methods, and Future Directions. CoRR abs/2209.04022 (2022)
[i114]
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  - journals/corr/abs-2209-04030
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Chulin Xie, Yunhui Long, Pin-Yu Chen, Bo Li:
Uncovering the Connection Between Differential Privacy and Certified Robustness of Federated Learning against Poisoning Attacks. CoRR abs/2209.04030 (2022)
[i113]
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  - journals/corr/abs-2209-05055
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Jiawei Zhang, Linyi Li, Ce Zhang, Bo Li:
CARE: Certifiably Robust Learning with Reasoning via Variational Inference. CoRR abs/2209.05055 (2022)
[i112]
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  - journals/corr/abs-2209-08025
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Mengdi Xu, Zuxin Liu, Peide Huang, Wenhao Ding, Zhepeng Cen, Bo Li, Ding Zhao:
Trustworthy Reinforcement Learning Against Intrinsic Vulnerabilities: Robustness, Safety, and Generalizability. CoRR abs/2209.08025 (2022)
[i111]
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  - journals/corr/abs-2210-04722
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Jielin Qiu, Jiacheng Zhu, Mengdi Xu, Franck Dernoncourt, Trung Bui, Zhaowen Wang, Bo Li, Ding Zhao, Hailin Jin:
Semantics-Consistent Cross-domain Summarization via Optimal Transport Alignment. CoRR abs/2210.04722 (2022)
[i110]
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  - journals/corr/abs-2210-08974
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Klara Nahrstedt, Naresh R. Shanbhag, Vikram S. Adve, Nancy M. Amato, Romit Roy Choudhury, Carl A. Gunter, Nam Sung Kim, Olgica Milenkovic, Sayan Mitra, Lav R. Varshney, Yurii Vlasov, Sarita V. Adve, Rashid Bashir, Andreas Cangellaris, James DiCarlo, Katie Driggs Campbell, Nick Feamster, Mattia Gazzola, Karrie Karahalios, Sanmi Koyejo, Paul G. Kwiat, Bo Li, Negar Mehr, Ravish Mehra, Andrew Miller, Daniela Rus, Alexander G. Schwing, Anshumali Shrivastava:
Coordinated Science Laboratory 70th Anniversary Symposium: The Future of Computing. CoRR abs/2210.08974 (2022)
[i109]
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  - journals/corr/abs-2210-11620
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Xiaojun Xu, Linyi Li, Bo Li:
LOT: Layer-wise Orthogonal Training on Improving l2 Certified Robustness. CoRR abs/2210.11620 (2022)
[i108]
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Mengdi Xu, Peide Huang, Yaru Niu, Visak Kumar, Jielin Qiu, Chao Fang, Kuan-Hui Lee, Xuewei Qi, Henry Lam, Bo Li, Ding Zhao:
Group Distributionally Robust Reinforcement Learning with Hierarchical Latent Variables. CoRR abs/2210.12262 (2022)
[i107]
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  - journals/corr/abs-2211-00322
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Chaowei Xiao, Zhongzhu Chen, Kun Jin, Jiongxiao Wang, Weili Nie, Mingyan Liu, Anima Anandkumar, Bo Li, Dawn Song:
DensePure: Understanding Diffusion Models towards Adversarial Robustness. CoRR abs/2211.00322 (2022)
[i106]
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Bhaskar Ray Chaudhury, Linyi Li, Mintong Kang, Bo Li, Ruta Mehta:
Fairness in Federated Learning via Core-Stability. CoRR abs/2211.02091 (2022)
[i105]
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  - journals/corr/abs-2212-08044
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Jielin Qiu, Yi Zhu, Xingjian Shi, Florian Wenzel, Zhiqiang Tang, Ding Zhao, Bo Li, Mu Li:
Are Multimodal Models Robust to Image and Text Perturbations? CoRR abs/2212.08044 (2022)
[i104]
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Xiaojun Xu, Yue Yu, Hanzhang Wang, Alok Lal, Carl A. Gunter, Bo Li:
EDoG: Adversarial Edge Detection For Graph Neural Networks. CoRR abs/2212.13607 (2022)
2021
[j23]
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Bhavya Kailkhura, Pin-Yu Chen, Xue Lin, Bo Li:
Editorial: Safe and Trustworthy Machine Learning. Frontiers Big Data 4: 731605 (2021)
[j22]
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Boyuan Pan, Yazheng Yang, Bo Li, Deng Cai:
Self-supervised attention flow for dialogue state tracking. Neurocomputing 440: 279-286 (2021)
[j21]
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Yi Zhao, Ke Xu, Haiyang Wang, Bo Li, Meina Qiao, Haobin Shi:
MEC-Enabled Hierarchical Emotion Recognition and Perturbation-Aware Defense in Smart Cities. IEEE Internet Things J. 8(23): 16933-16945 (2021)
[j20]
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Jung-San Lee, Chieh Liu, Ying-Chin Chen, Wei-Che Hung, Bo Li:
Robust 3D mesh zero-watermarking based on spherical coordinate and Skewness measurement. Multim. Tools Appl. 80(17): 25757-25772 (2021)
[j19]
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Yi Zhao, Ke Xu, Haiyang Wang, Bo Li, Ruoxi Jia:
Stability-Based Analysis and Defense against Backdoor Attacks on Edge Computing Services. IEEE Netw. 35(1): 163-169 (2021)
[j18]
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Wenhao Ding, Baiming Chen, Bo Li, Kim Ji Eun, Ding Zhao:
Multimodal Safety-Critical Scenarios Generation for Decision-Making Algorithms Evaluation. IEEE Robotics Autom. Lett. 6(2): 1551-1558 (2021)
[j17]
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Zijun Yang, Chunyuan Diao, Bo Li:
A Robust Hybrid Deep Learning Model for Spatiotemporal Image Fusion. Remote. Sens. 13(24): 5005 (2021)
[c93]
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Huichen Li, Linyi Li, Xiaojun Xu, Xiaolu Zhang, Shuang Yang, Bo Li:
Nonlinear Projection Based Gradient Estimation for Query Efficient Blackbox Attacks. AISTATS 2021: 3142-3150
[c92]
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Zhuolin Yang, Zhaoxi Chen, Tiffany Cai, Xinyun Chen, Bo Li, Yuandong Tian:
Understanding Robustness in Teacher-Student Setting: A New Perspective. AISTATS 2021: 3313-3321
[c91]
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  - conf/asiaccs/Chen0BDJLS21
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Xinyun Chen, Wenxiao Wang, Chris Bender, Yiming Ding, Ruoxi Jia, Bo Li, Dawn Song:
REFIT: A Unified Watermark Removal Framework For Deep Learning Systems With Limited Data. AsiaCCS 2021: 321-335
[c90]
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Linyi Li, Maurice Weber, Xiaojun Xu, Luka Rimanic, Bhavya Kailkhura, Tao Xie, Ce Zhang, Bo Li:
TSS: Transformation-Specific Smoothing for Robustness Certification. CCS 2021: 535-557
[c89]
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  - conf/ccs/WangWLR0L21
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Boxin Wang, Fan Wu, Yunhui Long, Luka Rimanic, Ce Zhang, Bo Li:
DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation. CCS 2021: 2146-2168
[c88]
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  - conf/cvpr/Jia0SXDK00S21
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Ruoxi Jia, Fan Wu, Xuehui Sun, Jiacen Xu, David Dao, Bhavya Kailkhura, Ce Zhang, Bo Li, Dawn Song:
Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification? CVPR 2021: 8239-8247
[c87]
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  - conf/ewsn/RezaeiXGLM21
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Aria Rezaei, Chaowei Xiao, Jie Gao, Bo Li, Sirajum Munir:
Application-driven Privacy-preserving Data Publishing with Correlated Attributes. EWSN 2021: 91-102
[c86]
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  - conf/iccv/SunLXQKL021
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Mingjie Sun, Zichao Li, Chaowei Xiao, Haonan Qiu, Bhavya Kailkhura, Mingyan Liu, Bo Li:
Can Shape Structure Features Improve Model Robustness under Diverse Adversarial Settings? ICCV 2021: 7506-7515
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Tao Bai, Jun Zhao, Jinlin Zhu, Shoudong Han, Jiefeng Chen, Bo Li, Alex C. Kot:
AI-GAN: Attack-Inspired Generation of Adversarial Examples. ICIP 2021: 2543-2547
[c84]
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Yige Li, Xixiang Lyu, Nodens Koren, Lingjuan Lyu, Bo Li, Xingjun Ma:
Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks. ICLR 2021
[c83]
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Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu:
InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective. ICLR 2021
[c82]
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Nezihe Merve Gürel, Xiangyu Qi, Luka Rimanic, Ce Zhang, Bo Li:
Knowledge Enhanced Machine Learning Pipeline against Diverse Adversarial Attacks. ICML 2021: 3976-3987
[c81]
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Kaizhao Liang, Jacky Y. Zhang, Boxin Wang, Zhuolin Yang, Sanmi Koyejo, Bo Li:
Uncovering the Connections Between Adversarial Transferability and Knowledge Transferability. ICML 2021: 6577-6587
[c80]
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Haoxiang Wang, Han Zhao, Bo Li:
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation. ICML 2021: 10991-11002
[c79]
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Chulin Xie, Minghao Chen, Pin-Yu Chen, Bo Li:
CRFL: Certifiably Robust Federated Learning against Backdoor Attacks. ICML 2021: 11372-11382
[c78]
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Jiawei Zhang, Linyi Li, Huichen Li, Xiaolu Zhang, Shuang Yang, Bo Li:
Progressive-Scale Boundary Blackbox Attack via Projective Gradient Estimation. ICML 2021: 12479-12490
[c77]
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  - conf/kdd/MiaoGZHLMRRSSWW21
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Xupeng Miao, Nezihe Merve Gürel, Wentao Zhang, Zhichao Han, Bo Li, Wei Min, Susie Xi Rao, Hansheng Ren, Yinan Shan, Yingxia Shao, Yujie Wang, Fan Wu, Hui Xue, Yaming Yang, Zitao Zhang, Yang Zhao, Shuai Zhang, Yujing Wang, Bin Cui, Ce Zhang:
DeGNN: Improving Graph Neural Networks with Graph Decomposition. KDD 2021: 1223-1233
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Pin-Yu Chen, Cho-Jui Hsieh, Bo Li, Sijia Liu:
Third Workshop on Adversarial Learning Methods for Machine Learning and Data Mining (AdvML 2021). KDD 2021: 4112-4113
[c75]
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Dan Hendrycks, Mantas Mazeika, Andy Zou, Sahil Patel, Christine Zhu, Jesus Navarro, Dawn Song, Bo Li, Jacob Steinhardt:
What Would Jiminy Cricket Do? Towards Agents That Behave Morally. NeurIPS Datasets and Benchmarks 2021
[c74]
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Mantas Mazeika, Dan Hendrycks, Huichen Li, Xiaojun Xu, Sidney Q. Hough, Andy Zou, Arezoo Rajabi, Qi Yao, Zihao Wang, Jian Tian, Yao Tang, Di Tang, Roman Smirnov, Pavel Pleskov, Nikita Benkovich, Dawn Song, Radha Poovendran, Bo Li, David A. Forsyth:
The Trojan Detection Challenge. NeurIPS (Competition and Demos) 2021: 279-291
[c73]
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Yunhui Long, Boxin Wang, Zhuolin Yang, Bhavya Kailkhura, Aston Zhang, Carl A. Gunter, Bo Li:
G-PATE: Scalable Differentially Private Data Generator via Private Aggregation of Teacher Discriminators. NeurIPS 2021: 2965-2977
[c72]
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Yige Li, Xixiang Lyu, Nodens Koren, Lingjuan Lyu, Bo Li, Xingjun Ma:
Anti-Backdoor Learning: Training Clean Models on Poisoned Data. NeurIPS 2021: 14900-14912
[c71]
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Boxin Wang, Chejian Xu, Shuohang Wang, Zhe Gan, Yu Cheng, Jianfeng Gao, Ahmed Hassan Awadallah, Bo Li:
Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models. NeurIPS Datasets and Benchmarks 2021
[c70]
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Jingkang Wang, Tianyun Zhang, Sijia Liu, Pin-Yu Chen, Jiacen Xu, Makan Fardad, Bo Li:
Adversarial Attack Generation Empowered by Min-Max Optimization. NeurIPS 2021: 16020-16033
[c69]
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Zhuolin Yang, Linyi Li, Xiaojun Xu, Shiliang Zuo, Qian Chen, Pan Zhou, Benjamin I. P. Rubinstein, Ce Zhang, Bo Li:
TRS: Transferability Reduced Ensemble via Promoting Gradient Diversity and Model Smoothness. NeurIPS 2021: 17642-17655
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Xiaojun Xu, Qi Wang, Huichen Li, Nikita Borisov, Carl A. Gunter, Bo Li:
Detecting AI Trojans Using Meta Neural Analysis. SP 2021: 103-120
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Yulong Cao, Ningfei Wang, Chaowei Xiao, Dawei Yang, Jin Fang, Ruigang Yang, Qi Alfred Chen, Mingyan Liu, Bo Li:
Invisible for both Camera and LiDAR: Security of Multi-Sensor Fusion based Perception in Autonomous Driving Under Physical-World Attacks. SP 2021: 176-194
[i103]
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Yige Li, Xixiang Lyu, Nodens Koren, Lingjuan Lyu, Bo Li, Xingjun Ma:
Neural Attention Distillation: Erasing Backdoor Triggers from Deep Neural Networks. CoRR abs/2101.05930 (2021)
[i102]
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Xiaoyang Wang, Bo Li, Yibo Zhang, Bhavya Kailkhura, Klara Nahrstedt:
Robusta: Robust AutoML for Feature Selection via Reinforcement Learning. CoRR abs/2101.05950 (2021)
[i101]
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Shihao Zhao, Xingjun Ma, Yisen Wang, James Bailey, Bo Li, Yu-Gang Jiang:
What Do Deep Nets Learn? Class-wise Patterns Revealed in the Input Space. CoRR abs/2101.06898 (2021)
[i100]
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  - journals/corr/abs-2102-13170
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Zhuolin Yang, Zhaoxi Chen, Tiffany Cai, Xinyun Chen, Bo Li, Yuandong Tian:
Understanding Robustness in Teacher-Student Setting: A New Perspective. CoRR abs/2102.13170 (2021)
[i99]
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  - journals/corr/abs-2102-13184
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Huichen Li, Linyi Li, Xiaojun Xu, Xiaolu Zhang, Shuang Yang, Bo Li:
Nonlinear Projection Based Gradient Estimation for Query Efficient Blackbox Attacks. CoRR abs/2102.13184 (2021)
[i98]
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  - journals/corr/abs-2103-11109
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Boxin Wang, Fan Wu, Yunhui Long, Luka Rimanic, Ce Zhang, Bo Li:
DataLens: Scalable Privacy Preserving Training via Gradient Compression and Aggregation. CoRR abs/2103.11109 (2021)
[i97]
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  - journals/corr/abs-2104-00671
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Zhuolin Yang, Linyi Li, Xiaojun Xu, Shiliang Zuo, Qian Chen, Benjamin I. P. Rubinstein, Ce Zhang, Bo Li:
TRS: Transferability Reduced Ensemble via Encouraging Gradient Diversity and Model Smoothness. CoRR abs/2104.00671 (2021)
[i96]
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Wenhao Ding, Bo Li, Kim Ji Eun, Ding Zhao:
Semantically Controllable Scene Generation with Guidance of Explicit Knowledge. CoRR abs/2106.04066 (2021)
[i95]
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Jiawei Zhang, Linyi Li, Huichen Li, Xiaolu Zhang, Shuang Yang, Bo Li:
Progressive-Scale Boundary Blackbox Attack via Projective Gradient Estimation. CoRR abs/2106.06056 (2021)
[i94]
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Nezihe Merve Gürel, Xiangyu Qi, Luka Rimanic, Ce Zhang, Bo Li:
Knowledge Enhanced Machine Learning Pipeline against Diverse Adversarial Attacks. CoRR abs/2106.06235 (2021)
[i93]
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Chulin Xie, Minghao Chen, Pin-Yu Chen, Bo Li:
CRFL: Certifiably Robust Federated Learning against Backdoor Attacks. CoRR abs/2106.08283 (2021)
[i92]
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Haoxiang Wang, Han Zhao, Bo Li:
Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation. CoRR abs/2106.09017 (2021)
[i91]
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Yulong Cao, Ningfei Wang, Chaowei Xiao, Dawei Yang, Jin Fang, Ruigang Yang, Qi Alfred Chen, Mingyan Liu, Bo Li:
Invisible for both Camera and LiDAR: Security of Multi-Sensor Fusion based Perception in Autonomous Driving Under Physical-World Attacks. CoRR abs/2106.09249 (2021)
[i90]
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Fan Wu, Linyi Li, Zijian Huang, Yevgeniy Vorobeychik, Ding Zhao, Bo Li:
CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing. CoRR abs/2106.09292 (2021)
[i89]
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Zhuolin Yang, Linyi Li, Xiaojun Xu, Bhavya Kailkhura, Tao Xie, Bo Li:
On the Certified Robustness for Ensemble Models and Beyond. CoRR abs/2107.10873 (2021)
[i88]
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Fan Wu, Yunhui Long, Ce Zhang, Bo Li:
LinkTeller: Recovering Private Edges from Graph Neural Networks via Influence Analysis. CoRR abs/2108.06504 (2021)
[i87]
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  - journals/corr/abs-2110-01167
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Bo Li, Peng Qi, Bo Liu, Shuai Di, Jingen Liu, Jiquan Pei, Jinfeng Yi, Bowen Zhou:
Trustworthy AI: From Principles to Practices. CoRR abs/2110.01167 (2021)
[i86]
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Yige Li, Xixiang Lyu, Nodens Koren, Lingjuan Lyu, Bo Li, Xingjun Ma:
Anti-Backdoor Learning: Training Clean Models on Poisoned Data. CoRR abs/2110.11571 (2021)
[i85]
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  - journals/corr/abs-2110-13136
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Dan Hendrycks, Mantas Mazeika, Andy Zou, Sahil Patel, Christine Zhu, Jesus Navarro, Dawn Song, Bo Li, Jacob Steinhardt:
What Would Jiminy Cricket Do? Towards Agents That Behave Morally. CoRR abs/2110.13136 (2021)
[i84]
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  - journals/corr/abs-2110-13939
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Wenhao Ding, Haohong Lin, Bo Li, Ding Zhao:
CausalAF: Causal Autoregressive Flow for Goal-Directed Safety-Critical Scenes Generation. CoRR abs/2110.13939 (2021)
[i83]
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  - journals/corr/abs-2111-02840
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Boxin Wang, Chejian Xu, Shuohang Wang, Zhe Gan, Yu Cheng, Jianfeng Gao, Ahmed Hassan Awadallah, Bo Li:
Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models. CoRR abs/2111.02840 (2021)
[i82]
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  - journals/corr/abs-2111-10055
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Tao Bai, Jun Zhao, Jinlin Zhu, Shoudong Han, Jiefeng Chen, Bo Li, Alex C. Kot:
Towards Efficiently Evaluating the Robustness of Deep Neural Networks in IoT Systems: A GAN-based Method. CoRR abs/2111.10055 (2021)
[i81]
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  - journals/corr/abs-2112-05135
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Dan Hendrycks, Andy Zou, Mantas Mazeika, Leonard Tang, Bo Li, Dawn Song, Jacob Steinhardt:
PixMix: Dreamlike Pictures Comprehensively Improve Safety Measures. CoRR abs/2112.05135 (2021)
[i80]
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  - journals/corr/abs-2112-05588
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Jialuo Chen, Jingyi Wang, Tinglan Peng, Youcheng Sun, Peng Cheng, Shouling Ji, Xingjun Ma, Bo Li, Dawn Song:
Copy, Right? A Testing Framework for Copyright Protection of Deep Learning Models. CoRR abs/2112.05588 (2021)
[i79]
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  - journals/corr/abs-2112-11986
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George Gunter, Huichen Li, Avesta Hojjati, Matthew Nice, Matthew R. Bunting, Carl A. Gunter, Bo Li, Jonathan Sprinkle, Daniel B. Work:
Compromised ACC vehicles can degrade current mixed-autonomy traffic performance while remaining stealthy against detection. CoRR abs/2112.11986 (2021)
2020
[j16]
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Saikiran Bulusu, Bhavya Kailkhura, Bo Li, Pramod K. Varshney, Dawn Song:
Anomalous Example Detection in Deep Learning: A Survey. IEEE Access 8: 132330-132347 (2020)
[j15]
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Xurong Li, Shouling Ji, Juntao Ji, Zhenyu Ren, Chunming Wu, Bo Li, Ting Wang:
Adversarial examples detection through the sensitivity in space mappings. IET Comput. Vis. 14(5): 201-213 (2020)
[j14]
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  - journals/mta/ChouNCLL20
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Yung-Chen Chou, Yu-Wei Nien, Ying-Chin Chen, Bo Li, Jung-San Lee:
Learning salient seeds refer to the manifold ranking and background-prior strategy. Multim. Tools Appl. 79(9-10): 5859-5879 (2020)
[c66]
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  - conf/aaai/YePWCZXL20
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Yunan Ye, Hengzhi Pei, Boxin Wang, Pin-Yu Chen, Yada Zhu, Ju Xiao, Bo Li:
Reinforcement-Learning Based Portfolio Management with Augmented Asset Movement Prediction States. AAAI 2020: 1112-1119
[c65]
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  - conf/aaai/WangLL20
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Jingkang Wang, Yang Liu, Bo Li:
Reinforcement Learning with Perturbed Rewards. AAAI 2020: 6202-6209
[c64]
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  - conf/ccs/ShanWW00Z20
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Shawn Shan, Emily Wenger, Bolun Wang, Bo Li, Haitao Zheng, Ben Y. Zhao:
Gotta Catch'Em All: Using Honeypots to Catch Adversarial Attacks on Neural Networks. CCS 2020: 67-83
[c63]
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  - conf/cikm/FuXLTH20
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Dongqi Fu, Zhe Xu, Bo Li, Hanghang Tong, Jingrui He:
A View-Adversarial Framework for Multi-View Network Embedding. CIKM 2020: 2025-2028
[c62]
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  - conf/cvpr/ZhangJP0LS20
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Yuheng Zhang, Ruoxi Jia, Hengzhi Pei, Wenxiao Wang, Bo Li, Dawn Song:
The Secret Revealer: Generative Model-Inversion Attacks Against Deep Neural Networks. CVPR 2020: 250-258
[c61]
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  - conf/cvpr/LiXZYL20
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Huichen Li, Xiaojun Xu, Xiaolu Zhang, Shuang Yang, Bo Li:
QEBA: Query-Efficient Boundary-Based Blackbox Attack. CVPR 2020: 1218-1227
[c60]
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  - conf/cvpr/Huang00WYL020
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Lei Huang, Li Liu, Fan Zhu, Diwen Wan, Zehuan Yuan, Bo Li, Ling Shao:
Controllable Orthogonalization in Training DNNs. CVPR 2020: 6428-6437
[c59]
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  - conf/eccv/QiuXYYLL20
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Haonan Qiu, Chaowei Xiao, Lei Yang, Xinchen Yan, Honglak Lee, Bo Li:
SemanticAdv: Generating Adversarial Examples via Attribute-Conditioned Image Editing. ECCV (14) 2020: 19-37
[c58]
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  - conf/emnlp/WangPPCWL20
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Boxin Wang, Hengzhi Pei, Boyuan Pan, Qian Chen, Shuohang Wang, Bo Li:
T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted Attack. EMNLP (1) 2020: 6134-6150
[c57]
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  - conf/icassp/ChenCLW20
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Qian Chen, Mengzhe Chen, Bo Li, Wen Wang:
Controllable Time-Delay Transformer for Real-Time Punctuation Prediction and Disfluency Detection. ICASSP 2020: 8069-8073
[c56]
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  - conf/icde/YanXVLFM20
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Chao Yan, Haifeng Xu, Yevgeniy Vorobeychik, Bo Li, Daniel Fabbri, Bradley A. Malin:
To Warn or Not to Warn: Online Signaling in Audit Games. ICDE 2020: 481-492
[c55]
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  - conf/iclr/BhattadCLLF20
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Anand Bhattad, Min Jin Chong, Kaizhao Liang, Bo Li, David A. Forsyth:
Unrestricted Adversarial Examples via Semantic Manipulation. ICLR 2020
[c54]
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  - conf/iclr/XieHCL20
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Chulin Xie, Keli Huang, Pin-Yu Chen, Bo Li:
DBA: Distributed Backdoor Attacks against Federated Learning. ICLR 2020
[c53]
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  - conf/iclr/ZhangCXGSLBH20
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Huan Zhang, Hongge Chen, Chaowei Xiao, Sven Gowal, Robert Stanforth, Bo Li, Duane S. Boning, Cho-Jui Hsieh:
Towards Stable and Efficient Training of Verifiably Robust Neural Networks. ICLR 2020
[c52]
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Boyuan Pan, Yazheng Yang, Kaizhao Liang, Bhavya Kailkhura, Zhongming Jin, Xian-Sheng Hua, Deng Cai, Bo Li:
Adversarial Mutual Information for Text Generation. ICML 2020: 7476-7486
[c51]
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Ankit Raj, Yoram Bresler, Bo Li:
Improving Robustness of Deep-Learning-Based Image Reconstruction. ICML 2020: 7932-7942
[c50]
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  - conf/mipr/FriedlandJWLM20
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Gerald Friedland, Ruoxi Jia, Jingkang Wang, Bo Li, T. Nathan Mundhenk:
On the Impact of Perceptual Compression on Deep Learning. MIPR 2020: 219-224
[c49]
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Huan Zhang, Hongge Chen, Chaowei Xiao, Bo Li, Mingyan Liu, Duane S. Boning, Cho-Jui Hsieh:
Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations. NeurIPS 2020
[c48]
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Luka Rimanic, Cédric Renggli, Bo Li, Ce Zhang:
On Convergence of Nearest Neighbor Classifiers over Feature Transformations. NeurIPS 2020
[c47]
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  - conf/sp/ZhangZBLVK20
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Zhenkai Zhang, Zihao Zhan, Daniel Balasubramanian, Bo Li, Péter Völgyesi, Xenofon D. Koutsoukos:
Leveraging EM Side-Channel Information to Detect Rowhammer Attacks. SP 2020: 729-746
[i78]
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  - journals/corr/abs-2002-02196
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Tao Bai, Jun Zhao, Jinlin Zhu, Shoudong Han, Jiefeng Chen, Bo Li:
AI-GAN: Attack-Inspired Generation of Adversarial Examples. CoRR abs/2002.02196 (2020)
[i77]
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  - journals/corr/abs-2002-05780
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Yunan Ye, Hengzhi Pei, Boxin Wang, Pin-Yu Chen, Yada Zhu, Jun Xiao, Bo Li:
Reinforcement-Learning based Portfolio Management with Augmented Asset Movement Prediction States. CoRR abs/2002.05780 (2020)
[i76]
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  - journals/corr/abs-2002-11821
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Ankit Raj, Yoram Bresler, Bo Li:
Improving Robustness of Deep-Learning-Based Image Reconstruction. CoRR abs/2002.11821 (2020)
[i75]
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  - journals/corr/abs-2002-12398
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Linyi Li, Maurice Weber, Xiaojun Xu, Luka Rimanic, Tao Xie, Ce Zhang, Bo Li:
Provable Robust Learning Based on Transformation-Specific Smoothing. CoRR abs/2002.12398 (2020)
[i74]
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  - journals/corr/abs-2003-00120
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Zhuolin Yang, Zhikuan Zhao, Hengzhi Pei, Boxin Wang, Bojan Karlas, Ji Liu, Heng Guo, Bo Li, Ce Zhang:
End-to-end Robustness for Sensing-Reasoning Machine Learning Pipelines. CoRR abs/2003.00120 (2020)
[i73]
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  - journals/corr/abs-2003-01309
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Qian Chen, Mengzhe Chen, Bo Li, Wen Wang:
Controllable Time-Delay Transformer for Real-Time Punctuation Prediction and Disfluency Detection. CoRR abs/2003.01309 (2020)
[i72]
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  - journals/corr/abs-2003-06979
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Saikiran Bulusu, Bhavya Kailkhura, Bo Li, Pramod K. Varshney, Dawn Song:
Anomalous Instance Detection in Deep Learning: A Survey. CoRR abs/2003.06979 (2020)
[i71]
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  - journals/corr/abs-2003-08904
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Maurice Weber, Xiaojun Xu, Bojan Karlas, Ce Zhang, Bo Li:
RAB: Provable Robustness Against Backdoor Attacks. CoRR abs/2003.08904 (2020)
[i70]
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  - journals/corr/abs-2003-08938
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Huan Zhang, Hongge Chen, Chaowei Xiao, Bo Li, Duane S. Boning, Cho-Jui Hsieh:
Robust Deep Reinforcement Learning against Adversarial Perturbations on Observations. CoRR abs/2003.08938 (2020)
[i69]
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  - journals/corr/abs-2004-00917
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Lei Huang, Li Liu, Fan Zhu, Diwen Wan, Zehuan Yuan, Bo Li, Ling Shao:
Controllable Orthogonalization in Training DNNs. CoRR abs/2004.00917 (2020)
[i68]
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  - journals/corr/abs-2004-03742
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Boxin Wang, Boyuan Pan, Xin Li, Bo Li:
Towards Evaluating the Robustness of Chinese BERT Classifiers. CoRR abs/2004.03742 (2020)
[i67]
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  - journals/corr/abs-2005-00455
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Carl Yang, Haonan Wang, Lichao Sun, Bo Li:
Secure Network Release with Link Privacy. CoRR abs/2005.00455 (2020)
[i66]
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  - journals/corr/abs-2005-14137
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Huichen Li, Xiaojun Xu, Xiaolu Zhang, Shuang Yang, Bo Li:
QEBA: Query-Efficient Boundary-Based Blackbox Attack. CoRR abs/2005.14137 (2020)
[i65]
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  - journals/corr/abs-2006-14512
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Kaizhao Liang, Jacky Y. Zhang, Oluwasanmi Koyejo, Bo Li:
Does Adversarial Transferability Indicate Knowledge Transferability? CoRR abs/2006.14512 (2020)
[i64]
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  - journals/corr/abs-2006-14606
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Haoxiang Wang, Ruoyu Sun, Bo Li:
Global Convergence and Induced Kernels of Gradient-Based Meta-Learning with Neural Nets. CoRR abs/2006.14606 (2020)
[i63]
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  - journals/corr/abs-2007-00067
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Boyuan Pan, Yazheng Yang, Kaizhao Liang, Bhavya Kailkhura, Zhongming Jin, Xian-Sheng Hua, Deng Cai, Bo Li:
Adversarial Mutual Information for Text Generation. CoRR abs/2007.00067 (2020)
[i62]
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  - journals/corr/abs-2009-04131
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Linyi Li, Xiangyu Qi, Tao Xie, Bo Li:
SoK: Certified Robustness for Deep Neural Networks. CoRR abs/2009.04131 (2020)
[i61]
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  - journals/corr/abs-2009-08311
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Wenhao Ding, Baiming Chen, Bo Li, Kim Ji Eun, Ding Zhao:
Multimodal Safety-Critical Scenarios Generation for Decision-Making Algorithms Evaluation. CoRR abs/2009.08311 (2020)
[i60]
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  - journals/corr/abs-2009-09774
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Jinqi Luo, Tao Bai, Jun Zhao, Bo Li:
Generating Adversarial yet Inconspicuous Patches with a Single Image. CoRR abs/2009.09774 (2020)
[i59]
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  - journals/corr/abs-2009-10064
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Maurice Weber, Nana Liu, Bo Li, Ce Zhang, Zhikuan Zhao:
Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing. CoRR abs/2009.10064 (2020)
[i58]
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  - journals/corr/abs-2010-02329
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Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu:
InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective. CoRR abs/2010.02329 (2020)
[i57]
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  - journals/corr/abs-2010-07765
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Luka Rimanic, Cédric Renggli, Bo Li, Ce Zhang:
On Convergence of Nearest Neighbor Classifiers over Feature Transformations. CoRR abs/2010.07765 (2020)
[i56]
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  - journals/corr/abs-2012-09384
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Zhonghan Niu, Zhaoxi Chen, Linyi Li, Yubin Yang, Bo Li, Jinfeng Yi:
On the Limitations of Denoising Strategies as Adversarial Defenses. CoRR abs/2012.09384 (2020)
[i55]
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  - journals/corr/abs-2012-10544
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Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein:
Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses. CoRR abs/2012.10544 (2020)

2010 – 2019

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2019
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Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nezihe Merve Gürel, Bo Li, Ce Zhang, Costas J. Spanos, Dawn Song:
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms. Proc. VLDB Endow. 12(11): 1610-1623 (2019)
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Chao Yan, Bo Li, Yevgeniy Vorobeychik, Aron Laszka, Daniel Fabbri, Bradley A. Malin:
Database Audit Workload Prioritization via Game Theory. ACM Trans. Priv. Secur. 22(3): 17:1-17:21 (2019)
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Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nick Hynes, Nezihe Merve Gürel, Bo Li, Ce Zhang, Dawn Song, Costas J. Spanos:
Towards Efficient Data Valuation Based on the Shapley Value. AISTATS 2019: 1167-1176
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  - conf/atal/PanWZLYS19
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Xinlei Pan, Weiyao Wang, Xiaoshuai Zhang, Bo Li, Jinfeng Yi, Dawn Song:
How You Act Tells a Lot: Privacy-Leaking Attack on Deep Reinforcement Learning. AAMAS 2019: 368-376
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  - conf/cvpr/XiaoYLDL19
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Chaowei Xiao, Dawei Yang, Bo Li, Jia Deng, Mingyan Liu:
MeshAdv: Adversarial Meshes for Visual Recognition. CVPR 2019: 6898-6907
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Chong Xiang, Charles R. Qi, Bo Li:
Generating 3D Adversarial Point Clouds. CVPR 2019: 9136-9144
[c42]
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  - conf/iccv/XiaoDLLEYSLM19
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Chaowei Xiao, Ruizhi Deng, Bo Li, Taesung Lee, Benjamin Edwards, Jinfeng Yi, Dawn Song, Mingyan Liu, Ian M. Molloy:
AdvIT: Adversarial Frames Identifier Based on Temporal Consistency in Videos. ICCV 2019: 3967-3976
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  - conf/icdm/LiuXLG19
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Kin Sum Liu, Chaowei Xiao, Bo Li, Jie Gao:
Performing Co-membership Attacks Against Deep Generative Models. ICDM 2019: 459-467
[c40]
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  - conf/iclr/YangLCS19
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Zhuolin Yang, Bo Li, Pin-Yu Chen, Dawn Song:
Characterizing Audio Adversarial Examples Using Temporal Dependency. ICLR (Poster) 2019
[c39]
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  - conf/icml/LeeYLLLS19
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Kimin Lee, Sukmin Yun, Kibok Lee, Honglak Lee, Bo Li, Jinwoo Shin:
Robust Inference via Generative Classifiers for Handling Noisy Labels. ICML 2019: 3763-3772
[c38]
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  - conf/ijcai/LiZL019
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Linyi Li, Zexuan Zhong, Bo Li, Tao Xie:
Robustra: Training Provable Robust Neural Networks over Reference Adversarial Space. IJCAI 2019: 4711-4717
[c37]
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  - conf/issta/XieMJXCLZLYS19
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Xiaofei Xie, Lei Ma, Felix Juefei-Xu, Minhui Xue, Hongxu Chen, Yang Liu, Jianjun Zhao, Bo Li, Jianxiong Yin, Simon See:
DeepHunter: a coverage-guided fuzz testing framework for deep neural networks. ISSTA 2019: 146-157
[c36]
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Jinfeng Li, Shouling Ji, Tianyu Du, Bo Li, Ting Wang:
TextBugger: Generating Adversarial Text Against Real-world Applications. NDSS 2019
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  - conf/sp/LingJZWWLW19
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Xiang Ling, Shouling Ji, Jiaxu Zou, Jiannan Wang, Chunming Wu, Bo Li, Ting Wang:
DEEPSEC: A Uniform Platform for Security Analysis of Deep Learning Model. IEEE Symposium on Security and Privacy 2019: 673-690
[c34]
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  - conf/uss/Tong0HXZV19
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Liang Tong, Bo Li, Chen Hajaj, Chaowei Xiao, Ning Zhang, Yevgeniy Vorobeychik:
Improving Robustness of ML Classifiers against Realizable Evasion Attacks Using Conserved Features. USENIX Security Symposium 2019: 285-302
[c33]
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  - conf/wcre/MaJXLLLZ19
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Lei Ma, Felix Juefei-Xu, Minhui Xue, Bo Li, Li Li, Yang Liu, Jianjun Zhao:
DeepCT: Tomographic Combinatorial Testing for Deep Learning Systems. SANER 2019: 614-618
[i54]
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  - journals/corr/abs-1901-11300
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Kimin Lee, Sukmin Yun, Kibok Lee, Honglak Lee, Bo Li, Jinwoo Shin:
Robust Inference via Generative Classifiers for Handling Noisy Labels. CoRR abs/1901.11300 (2019)
[i53]
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  - journals/corr/abs-1902-10275
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Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nick Hynes, Nezihe Merve Gürel, Bo Li, Ce Zhang, Dawn Song, Costas J. Spanos:
Towards Efficient Data Valuation Based on the Shapley Value. CoRR abs/1902.10275 (2019)
[i52]
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  - journals/corr/abs-1904-06347
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Anand Bhattad, Min Jin Chong, Kaizhao Liang, Bo Li, David A. Forsyth:
Big but Imperceptible Adversarial Perturbations via Semantic Manipulation. CoRR abs/1904.06347 (2019)
[i51]
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  - journals/corr/abs-1904-08554
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Shawn Shan, Emily Willson, Bolun Wang, Bo Li, Haitao Zheng, Ben Y. Zhao:
Gotta Catch 'Em All: Using Concealed Trapdoors to Detect Adversarial Attacks on Neural Networks. CoRR abs/1904.08554 (2019)
[i50]
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  - journals/corr/abs-1904-11082
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Xinlei Pan, Weiyao Wang, Xiaoshuai Zhang, Bo Li, Jinfeng Yi, Dawn Song:
How You Act Tells a Lot: Privacy-Leakage Attack on Deep Reinforcement Learning. CoRR abs/1904.11082 (2019)
[i49]
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  - journals/corr/abs-1905-06946
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Chao Yan, Haifeng Xu, Yevgeniy Vorobeychik, Bo Li, Daniel Fabbri, Bradley A. Malin:
To Warn or Not to Warn: Online Signaling in Audit Games. CoRR abs/1905.06946 (2019)
[i48]
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  - journals/corr/abs-1906-03563
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Jingkang Wang, Tianyun Zhang, Sijia Liu, Pin-Yu Chen, Jiacen Xu, Makan Fardad, Bo Li:
Beyond Adversarial Training: Min-Max Optimization in Adversarial Attack and Defense. CoRR abs/1906.03563 (2019)
[i47]
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  - journals/corr/abs-1906-06316
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Huan Zhang, Hongge Chen, Chaowei Xiao, Bo Li, Duane S. Boning, Cho-Jui Hsieh:
Towards Stable and Efficient Training of Verifiably Robust Neural Networks. CoRR abs/1906.06316 (2019)
[i46]
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  - journals/corr/abs-1906-07927
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Haonan Qiu, Chaowei Xiao, Lei Yang, Xinchen Yan, Honglak Lee, Bo Li:
SemanticAdv: Generating Adversarial Examples via Attribute-conditional Image Editing. CoRR abs/1906.07927 (2019)
[i45]
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  - journals/corr/abs-1906-09338
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Yunhui Long, Suxin Lin, Zhuolin Yang, Carl A. Gunter, Bo Li:
Scalable Differentially Private Generative Student Model via PATE. CoRR abs/1906.09338 (2019)
[i44]
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  - journals/corr/abs-1907-05418
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Yulong Cao, Chaowei Xiao, Dawei Yang, Jing Fang, Ruigang Yang, Mingyan Liu, Bo Li:
Adversarial Objects Against LiDAR-Based Autonomous Driving Systems. CoRR abs/1907.05418 (2019)
[i43]
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  - journals/corr/abs-1907-09470
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Chaowei Xiao, Xinlei Pan, Warren He, Jian Peng, Mingjie Sun, Jinfeng Yi, Mingyan Liu, Bo Li, Dawn Song:
Characterizing Attacks on Deep Reinforcement Learning. CoRR abs/1907.09470 (2019)
[i42]
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  - journals/corr/abs-1908-08619
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Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nezihe Merve Gürel, Bo Li, Ce Zhang, Costas J. Spanos, Dawn Song:
Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms. CoRR abs/1908.08619 (2019)
[i41]
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  - journals/corr/abs-1910-03137
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Xiaojun Xu, Qi Wang, Huichen Li, Nikita Borisov, Carl A. Gunter, Bo Li:
Detecting AI Trojans Using Meta Neural Analysis. CoRR abs/1910.03137 (2019)
[i40]
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  - journals/corr/abs-1911-07128
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Ruoxi Jia, Xuehui Sun, Jiacen Xu, Ce Zhang, Bo Li, Dawn Song:
An Empirical and Comparative Analysis of Data Valuation with Scalable Algorithms. CoRR abs/1911.07128 (2019)
[i39]
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  - journals/corr/abs-1911-07135
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Yuheng Zhang, Ruoxi Jia, Hengzhi Pei, Wenxiao Wang, Bo Li, Dawn Song:
The Secret Revealer: Generative Model-Inversion Attacks Against Deep Neural Networks. CoRR abs/1911.07135 (2019)
[i38]
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  - journals/corr/abs-1911-07205
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Xinyun Chen, Wenxiao Wang, Chris Bender, Yiming Ding, Ruoxi Jia, Bo Li, Dawn Song:
REFIT: a Unified Watermark Removal Framework for Deep Learning Systems with Limited Data. CoRR abs/1911.07205 (2019)
[i37]
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  - journals/corr/abs-1912-10375
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Boxin Wang, Hengzhi Pei, Han Liu, Bo Li:
AdvCodec: Towards A Unified Framework for Adversarial Text Generation. CoRR abs/1912.10375 (2019)
[i36]
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  - journals/corr/abs-1912-11464
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Shuhao Fu, Chulin Xie, Bo Li, Qifeng Chen:
Attack-Resistant Federated Learning with Residual-based Reweighting. CoRR abs/1912.11464 (2019)
2018
[j11]
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  - journals/compsec/ChenXFHXZL18
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Sen Chen, Minhui Xue, Lingling Fan, Shuang Hao, Lihua Xu, Haojin Zhu, Bo Li:
Automated poisoning attacks and defenses in malware detection systems: An adversarial machine learning approach. Comput. Secur. 73: 326-344 (2018)
[j10]
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Bo Li, Yevgeniy Vorobeychik:
Evasion-Robust Classification on Binary Domains. ACM Trans. Knowl. Discov. Data 12(4): 50:1-50:32 (2018)
[c32]
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  - conf/aaai/HuangLLYWL18
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Lei Huang, Xianglong Liu, Bo Lang, Adams Wei Yu, Yongliang Wang, Bo Li:
Orthogonal Weight Normalization: Solution to Optimization Over Multiple Dependent Stiefel Manifolds in Deep Neural Networks. AAAI 2018: 3271-3278
[c31]
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  - conf/amcc/JiaKLS18
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Ruoxi Jia, Ioannis C. Konstantakopoulos, Bo Li, Costas J. Spanos:
Poisoning Attacks on Data-Driven Utility Learning in Games. ACC 2018: 5774-5780
[c30]
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Kevin Eykholt, Ivan Evtimov, Earlence Fernandes, Bo Li, Amir Rahmati, Chaowei Xiao, Atul Prakash, Tadayoshi Kohno, Dawn Song:
Robust Physical-World Attacks on Deep Learning Visual Classification. CVPR 2018: 1625-1634
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Arjun Nitin Bhagoji, Warren He, Bo Li, Dawn Song:
Practical Black-Box Attacks on Deep Neural Networks Using Efficient Query Mechanisms. ECCV (12) 2018: 158-174
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Chaowei Xiao, Ruizhi Deng, Bo Li, Fisher Yu, Mingyan Liu, Dawn Song:
Characterizing Adversarial Examples Based on Spatial Consistency Information for Semantic Segmentation. ECCV (10) 2018: 220-237
[c27]
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Chao Yan, Bo Li, Yevgeniy Vorobeychik, Aron Laszka, Daniel Fabbri, Bradley A. Malin:
Get Your Workload in Order: Game Theoretic Prioritization of Database Auditing. ICDE 2018: 1304-1307
[c26]
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Arjun Nitin Bhagoji, Warren He, Bo Li, Dawn Song:
Black-box Attacks on Deep Neural Networks via Gradient Estimation. ICLR (Workshop) 2018
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Warren He, Bo Li, Dawn Song:
Decision Boundary Analysis of Adversarial Examples. ICLR (Poster) 2018
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Xingjun Ma, Bo Li, Yisen Wang, Sarah M. Erfani, Sudanthi N. R. Wijewickrema, Grant Schoenebeck, Dawn Song, Michael E. Houle, James Bailey:
Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality. ICLR 2018
[c23]
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Chaowei Xiao, Jun-Yan Zhu, Bo Li, Warren He, Mingyan Liu, Dawn Song:
Spatially Transformed Adversarial Examples. ICLR (Poster) 2018
[c22]
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Chaowei Xiao, Bo Li, Jun-Yan Zhu, Warren He, Mingyan Liu, Dawn Song:
Generating Adversarial Examples with Adversarial Networks. IJCAI 2018: 3905-3911
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Lei Ma, Fuyuan Zhang, Jiyuan Sun, Minhui Xue, Bo Li, Felix Juefei-Xu, Chao Xie, Li Li, Yang Liu, Jianjun Zhao, Yadong Wang:
DeepMutation: Mutation Testing of Deep Learning Systems. ISSRE 2018: 100-111
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Lei Ma, Felix Juefei-Xu, Fuyuan Zhang, Jiyuan Sun, Minhui Xue, Bo Li, Chunyang Chen, Ting Su, Li Li, Yang Liu, Jianjun Zhao, Yadong Wang:
DeepGauge: multi-granularity testing criteria for deep learning systems. ASE 2018: 120-131
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Xiaojie Wang, Jianzhong Qi, Kotagiri Ramamohanarao, Yu Sun, Bo Li, Rui Zhang:
A Joint Optimization Approach for Personalized Recommendation Diversification. PAKDD (3) 2018: 597-609
[c18]
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Matthew Jagielski, Alina Oprea, Battista Biggio, Chang Liu, Cristina Nita-Rotaru, Bo Li:
Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning. IEEE Symposium on Security and Privacy 2018: 19-35
[c17]
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Chaowei Xiao, Armin Sarabi, Yang Liu, Bo Li, Mingyan Liu, Tudor Dumitras:
From Patching Delays to Infection Symptoms: Using Risk Profiles for an Early Discovery of Vulnerabilities Exploited in the Wild. USENIX Security Symposium 2018: 903-918
[c16]
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Dawn Song, Kevin Eykholt, Ivan Evtimov, Earlence Fernandes, Bo Li, Amir Rahmati, Florian Tramèr, Atul Prakash, Tadayoshi Kohno:
Physical Adversarial Examples for Object Detectors. WOOT @ USENIX Security Symposium 2018
[i35]
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Chaowei Xiao, Bo Li, Jun-Yan Zhu, Warren He, Mingyan Liu, Dawn Song:
Generating Adversarial Examples with Adversarial Networks. CoRR abs/1801.02610 (2018)
[i34]
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Chaowei Xiao, Jun-Yan Zhu, Bo Li, Warren He, Mingyan Liu, Dawn Song:
Spatially Transformed Adversarial Examples. CoRR abs/1801.02612 (2018)
[i33]
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Xingjun Ma, Bo Li, Yisen Wang, Sarah M. Erfani, Sudanthi N. R. Wijewickrema, Michael E. Houle, Grant Schoenebeck, Dawn Song, James Bailey:
Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality. CoRR abs/1801.02613 (2018)
[i32]
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Chao Yan, Bo Li, Yevgeniy Vorobeychik, Aron Laszka, Daniel Fabbri, Bradley A. Malin:
Get Your Workload in Order: Game Theoretic Prioritization of Database Auditing. CoRR abs/1801.07215 (2018)
[i31]
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  - journals/corr/abs-1803-07519
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Lei Ma, Felix Juefei-Xu, Jiyuan Sun, Chunyang Chen, Ting Su, Fuyuan Zhang, Minhui Xue, Bo Li, Li Li, Yang Liu, Jianjun Zhao, Yadong Wang:
DeepGauge: Comprehensive and Multi-Granularity Testing Criteria for Gauging the Robustness of Deep Learning Systems. CoRR abs/1803.07519 (2018)
[i30]
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Matthew Jagielski, Alina Oprea, Battista Biggio, Chang Liu, Cristina Nita-Rotaru, Bo Li:
Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning. CoRR abs/1804.00308 (2018)
[i29]
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Lei Ma, Fuyuan Zhang, Jiyuan Sun, Minhui Xue, Bo Li, Felix Juefei-Xu, Chao Xie, Li Li, Yang Liu, Jianjun Zhao, Yadong Wang:
DeepMutation: Mutation Testing of Deep Learning Systems. CoRR abs/1805.05206 (2018)
[i28]
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  - journals/corr/abs-1805-05236
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Sen Chen, Guozhu Meng, Ting Su, Lingling Fan, Yinxing Xue, Yang Liu, Lihua Xu, Minhui Xue, Bo Li, Shuang Hao:
AUSERA: Large-Scale Automated Security Risk Assessment of Global Mobile Banking Apps. CoRR abs/1805.05236 (2018)
[i27]
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Kin Sum Liu, Bo Li, Jie Gao:
Generative Model: Membership Attack, Generalization and Diversity. CoRR abs/1805.09898 (2018)
[i26]
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Lei Ma, Fuyuan Zhang, Minhui Xue, Bo Li, Yang Liu, Jianjun Zhao, Yadong Wang:
Combinatorial Testing for Deep Learning Systems. CoRR abs/1806.07723 (2018)
[i25]
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Kevin Eykholt, Ivan Evtimov, Earlence Fernandes, Bo Li, Amir Rahmati, Florian Tramèr, Atul Prakash, Tadayoshi Kohno, Dawn Song:
Physical Adversarial Examples for Object Detectors. CoRR abs/1807.07769 (2018)
[i24]
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Gerald Friedland, Jingkang Wang, Ruoxi Jia, Bo Li:
The Helmholtz Method: Using Perceptual Compression to Reduce Machine Learning Complexity. CoRR abs/1807.10569 (2018)
[i23]
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Xiaofei Xie, Lei Ma, Felix Juefei-Xu, Hongxu Chen, Minhui Xue, Bo Li, Yang Liu, Jianjun Zhao, Jianxiong Yin, Simon See:
Coverage-Guided Fuzzing for Deep Neural Networks. CoRR abs/1809.01266 (2018)
[i22]
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Chong Xiang, Charles R. Qi, Bo Li:
Generating 3D Adversarial Point Clouds. CoRR abs/1809.07016 (2018)
[i21]
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  - journals/corr/abs-1809-10875
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Zhuolin Yang, Bo Li, Pin-Yu Chen, Dawn Song:
Characterizing Audio Adversarial Examples Using Temporal Dependency. CoRR abs/1809.10875 (2018)
[i20]
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Jingkang Wang, Yang Liu, Bo Li:
Reinforcement Learning with Perturbed Rewards. CoRR abs/1810.01032 (2018)
[i19]
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Lei Ma, Felix Juefei-Xu, Minhui Xue, Qiang Hu, Sen Chen, Bo Li, Yang Liu, Jianjun Zhao, Jianxiong Yin, Simon See:
Secure Deep Learning Engineering: A Software Quality Assurance Perspective. CoRR abs/1810.04538 (2018)
[i18]
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Chaowei Xiao, Ruizhi Deng, Bo Li, Fisher Yu, Mingyan Liu, Dawn Song:
Characterizing Adversarial Examples Based on Spatial Consistency Information for Semantic Segmentation. CoRR abs/1810.05162 (2018)
[i17]
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Dawei Yang, Chaowei Xiao, Bo Li, Jia Deng, Mingyan Liu:
Realistic Adversarial Examples in 3D Meshes. CoRR abs/1810.05206 (2018)
[i16]
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  - journals/corr/abs-1810-09650
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Jingkang Wang, Ruoxi Jia, Gerald Friedland, Bo Li, Costas J. Spanos:
One Bit Matters: Understanding Adversarial Examples as the Abuse of Redundancy. CoRR abs/1810.09650 (2018)
[i15]
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Mingjie Sun, Jian Tang, Huichen Li, Bo Li, Chaowei Xiao, Yao Chen, Dawn Song:
Data Poisoning Attack against Unsupervised Node Embedding Methods. CoRR abs/1810.12881 (2018)
[i14]
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  - journals/corr/abs-1812-02274
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Qingrong Chen, Chong Xiang, Minhui Xue, Bo Li, Nikita Borisov, Dali Kaafar, Haojin Zhu:
Differentially Private Data Generative Models. CoRR abs/1812.02274 (2018)
[i13]
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  - journals/corr/abs-1812-05271
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Jinfeng Li, Shouling Ji, Tianyu Du, Bo Li, Ting Wang:
TextBugger: Generating Adversarial Text Against Real-world Applications. CoRR abs/1812.05271 (2018)
[i12]
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  - journals/corr/abs-1812-10193
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Aria Rezaei, Chaowei Xiao, Jie Gao, Bo Li:
Protecting Sensitive Attributes via Generative Adversarial Networks. CoRR abs/1812.10193 (2018)
[i11]
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Lichao Sun, Ji Wang, Philip S. Yu, Bo Li:
Adversarial Attack and Defense on Graph Data: A Survey. CoRR abs/1812.10528 (2018)
2017
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Yu Sun, Jules White, Bo Li, Michael Walker, Hamilton A. Turner:
Automated QoS-oriented cloud resource optimization using containers. Autom. Softw. Eng. 24(1): 101-137 (2017)
[j8]
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Kuo-Jui Wei, Jung-San Lee, Bo Li:
SMP: Scalable Multicast Protocol for Granting Authority in Heterogeneous Networks. Int. J. Netw. Secur. 19(1): 60-71 (2017)
[j7]
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Bo Li, Yevgeniy Vorobeychik, Muqun Li, Bradley A. Malin:
Scalable Iterative Classification for Sanitizing Large-Scale Datasets. IEEE Trans. Knowl. Data Eng. 29(3): 698-711 (2017)
[c15]
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  - conf/aaai/GaoLSY17
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Jie Gao, Bo Li, Grant Schoenebeck, Fang-Yi Yu:
Engineering Agreement: The Naming Game with Asymmetric and Heterogeneous Agents. AAAI 2017: 537-543
[c14]
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Chang Liu, Bo Li, Yevgeniy Vorobeychik, Alina Oprea:
Robust Linear Regression Against Training Data Poisoning. AISec@CCS 2017: 91-102
[c13]
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  - conf/codaspy/LiRGV17
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Bo Li, Kevin A. Roundy, Christopher S. Gates, Yevgeniy Vorobeychik:
Large-Scale Identification of Malicious Singleton Files. CODASPY 2017: 227-238
[i10]
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Ivan Evtimov, Kevin Eykholt, Earlence Fernandes, Tadayoshi Kohno, Bo Li, Atul Prakash, Amir Rahmati, Dawn Song:
Robust Physical-World Attacks on Machine Learning Models. CoRR abs/1707.08945 (2017)
[i9]
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  - journals/corr/abs-1708-08327
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Liang Tong, Bo Li, Chen Hajaj, Yevgeniy Vorobeychik:
Feature Conservation in Adversarial Classifier Evasion: A Case Study. CoRR abs/1708.08327 (2017)
[i8]
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  - journals/corr/abs-1709-06079
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Lei Huang, Xianglong Liu, Bo Lang, Adams Wei Yu, Bo Li:
Orthogonal Weight Normalization: Solution to Optimization over Multiple Dependent Stiefel Manifolds in Deep Neural Networks. CoRR abs/1709.06079 (2017)
[i7]
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Lei Huang, Xianglong Liu, Bo Lang, Bo Li:
Projection Based Weight Normalization for Deep Neural Networks. CoRR abs/1710.02338 (2017)
[i6]
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  - journals/corr/abs-1712-05526
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Xinyun Chen, Chang Liu, Bo Li, Kimberly Lu, Dawn Song:
Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning. CoRR abs/1712.05526 (2017)
[i5]
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Kevin Eykholt, Ivan Evtimov, Earlence Fernandes, Bo Li, Dawn Song, Tadayoshi Kohno, Amir Rahmati, Atul Prakash, Florian Tramèr:
Note on Attacking Object Detectors with Adversarial Stickers. CoRR abs/1712.08062 (2017)
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Arjun Nitin Bhagoji, Warren He, Bo Li, Dawn Song:
Exploring the Space of Black-box Attacks on Deep Neural Networks. CoRR abs/1712.09491 (2017)
2016
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Bo Li:
Secure learning in adversarial environments. Vanderbilt University, Nashville, Tennessee, USA, 2016
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Muqun Li, David Carrell, John S. Aberdeen, Lynette Hirschman, Jacqueline Kirby, Bo Li, Yevgeniy Vorobeychik, Bradley A. Malin:
Optimizing annotation resources for natural language de-identification via a game theoretic framework. J. Biomed. Informatics 61: 97-109 (2016)
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Jung-San Lee, Kai-Rui Wen, Bo Li:
Renovating Contaminative Image Archives Based on Patch Propagation and Adaptive Confidence Collation. IEEE Trans. Circuits Syst. Video Technol. 26(5): 1004-1011 (2016)
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Liyiming Ke, Bo Li, Yevgeniy Vorobeychik:
Behavioral Experiments in Email Filter Evasion. AAAI 2016: 827-834
[c11]
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Chao Yan, You Chen, Bo Li, David M. Liebovitz, Bradley A. Malin:
Learning Clinical Workflows to Identify Subgroups of Heart Failure Patients. AMIA 2016
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Bo Li, Yining Wang, Aarti Singh, Yevgeniy Vorobeychik:
Data Poisoning Attacks on Factorization-Based Collaborative Filtering. NIPS 2016: 1885-1893
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Bo Li, Yevgeniy Vorobeychik, Xinyun Chen:
A General Retraining Framework for Scalable Adversarial Classification. CoRR abs/1604.02606 (2016)
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Chang Liu, Bo Li, Yevgeniy Vorobeychik, Alina Oprea:
Robust High-Dimensional Linear Regression. CoRR abs/1608.02257 (2016)
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Bo Li, Yining Wang, Aarti Singh, Yevgeniy Vorobeychik:
Data Poisoning Attacks on Factorization-Based Collaborative Filtering. CoRR abs/1608.08182 (2016)
2015
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Bo Li, Yevgeniy Vorobeychik:
Scalable Optimization of Randomized Operational Decisions in Adversarial Classification Settings. AISTATS 2015
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Bo Li, Yevgeniy Vorobeychik, Muqun Li, Bradley A. Malin:
Iterative Classification for Sanitizing Large-Scale Datasets. ICDM 2015: 841-846
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Bo Li:
Secure Learning and Mining in Adversarial Environments [Extended Abstract]. ICDM Workshops 2015: 1538-1539
2014
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Jung-San Lee, Bo Li:
Self-Recognized Image Protection Technique that Resists Large-Scale Cropping. IEEE Multim. 21(1): 60-73 (2014)
[c6]
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Yevgeniy Vorobeychik, Bo Li:
Optimal randomized classification in adversarial settings. AAMAS 2014: 485-492
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Mary Ellen Koran, Bo Li, Neda Jahanshad, Tricia A. Thornton-Wells, David C. Glahn, Paul M. Thompson, John Blangero, Thomas E. Nichols, Peter V. Kochunov, Bennett A. Landman:
On study design in neuroimaging heritability analyses. Image Processing 2014: 90342P
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Zhoubing Xu, Bo Li, Swetasudha Panda, Andrew J. Asman, Kristen L. Merkle, Peter L. Shanahan, Richard G. Abramson, Bennett A. Landman:
Shape-constrained multi-atlas segmentation of spleen in CT. Image Processing 2014: 903446
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Bo Li, Yevgeniy Vorobeychik:
Feature Cross-Substitution in Adversarial Classification. NIPS 2014: 2087-2095
2013
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Jung-San Lee, Wei-Chiang Kao, Bo Li:
Aryabhata remainder theorem-based non-iterative electronic lottery mechanism with robustness. IET Inf. Secur. 7(3): 172-180 (2013)
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Jung-San Lee, Bo Li:
Notes on "Authentication protocol using an identifier in an ad hoc network environment". Math. Comput. Model. 57(5-6): 1572-1575 (2013)
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Chien-Chang Yang, Kuo-Jui Wei, Bo Li, Jung-San Lee:
HORME: hierarchical-object-relational medical management for electronic record. Secur. Commun. Networks 6(10): 1261-1270 (2013)
2012
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Bo Li, János Sallai, Péter Völgyesi, Ákos Lédeczi:
Rapid prototyping of image processing workflows on massively parallel architectures. WISES 2012: 15-20

2000 – 2009

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2009
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Jung-San Lee, Bo Li, Yung-Chen Chou:
A Brand-New Mobile Value-Added Service: M-Check. NCM 2009: 2050-2055

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