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Liantao Ma
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2020 – today
- 2026
- [c24]Yue Fang, Yuxin Guo, Jiaran Gao, Hongxin Ding, Xinke Jiang, Weibin Liao, Yongxin Xu, Yinghao Zhu, Zhibang Yang, Liantao Ma, Junfeng Zhao, Yasha Wang:
Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance. AAAI 2026: 30690-30698 - [c23]Yinghao Zhu
, Dehao Sui, Zixiang Wang
Augmenting Clinical Decision-Making with an Interactive and Interpretable AI Copilot: A Real-World User Study with Clinicians in Nephrology and Obstetrics. CHI 2026: 22:1-22:26 - [i30]Yinghao Zhu, Dehao Sui, Zixiang Wang, Xuning Hu, Lei Gu, Yifan Qi, Tianchen Wu, Ling Wang, Yuan Wei, Wen Tang, Zhihan Cui, Yasha Wang, Lequan Yu, Ewen M. Harrison, Junyi Gao, Liantao Ma:
Augmenting Clinical Decision-Making with an Interactive and Interpretable AI Copilot: A Real-World User Study with Clinicians in Nephrology and Obstetrics. CoRR abs/2602.00726 (2026) - [i29]Yue Fang, Weibin Liao, Yuxin Guo, Jiaran Gao, Hongxin Ding, Jinyang Zhang, Xinke Jiang, Zhibang Yang, Junfeng Zhao, Yasha Wang, Liantao Ma:
GraphWalker: Graph-Guided In-Context Learning for Clinical Reasoning on Electronic Health Records. CoRR abs/2604.06684 (2026) - 2025
- [c22]Ji Song, Zhixia Ren, Zhenbang Wu, John Wu, Chaoqi Yang, Yinghao Zhu, Wen Tang, Jimeng Sun, Ewen M. Harrison, Liantao Ma, Junyi Gao:
RHealth: A R Toolkit for Deep Learning in Healthcare. BIBM 2025: 7379-7384 - [c21]Weibin Liao
Learnable Prompt as Pseudo-Imputation: Rethinking the Necessity of Traditional EHR Data Imputation in Downstream Clinical Prediction. KDD (1) 2025: 765-776 - [c20]Zixiang Wang
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration. WWW 2025: 2250-2261 - [c19]Tianlong Wang
Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories. WWW 2025: 2562-2578 - [i28]Yinghao Zhu, Ziyi He, Haoran Hu, Xiaochen Zheng, Xichen Zhang, Zixiang Wang, Junyi Gao, Liantao Ma, Lequan Yu:
MedAgentBoard: Benchmarking Multi-Agent Collaboration with Conventional Methods for Diverse Medical Tasks. CoRR abs/2505.12371 (2025) - [i27]Yinghao Zhu, Yifan Qi, Zixiang Wang, Lei Gu, Dehao Sui, Haoran Hu, Xichen Zhang, Ziyi He, Liantao Ma, Lequan Yu:
HealthFlow: A Self-Evolving AI Agent with Meta Planning for Autonomous Healthcare Research. CoRR abs/2508.02621 (2025) - [i26]Huiya Zhao, Yinghao Zhu, Zixiang Wang, Yasha Wang, Junyi Gao, Liantao Ma:
ConfAgents: A Conformal-Guided Multi-Agent Framework for Cost-Efficient Medical Diagnosis. CoRR abs/2508.04915 (2025) - [i25]Weibin Liao, Tianlong Wang, Yinghao Zhu, Yasha Wang, Junyi Gao, Liantao Ma:
Magical: Medical Lay Language Generation via Semantic Invariance and Layperson-tailored Adaptation. CoRR abs/2508.08730 (2025) - [i24]Yue Fang, Yuxin Guo, Jiaran Gao, Hongxin Ding, Xinke Jiang, Weibin Liao, Yongxin Xu, Yinghao Zhu, Zhibang Yang, Liantao Ma, Junfeng Zhao, Yasha Wang:
Toward Better EHR Reasoning in LLMs: Reinforcement Learning with Expert Attention Guidance. CoRR abs/2508.13579 (2025) - [i23]Lei Gu, Yinghao Zhu, Haoran Sang, Zixiang Wang, Dehao Sui, Wen Tang, Ewen M. Harrison, Junyi Gao, Lequan Yu, Liantao Ma:
MedAgentAudit: Diagnosing and Quantifying Collaborative Failure Modes in Medical Multi-Agent Systems. CoRR abs/2510.10185 (2025) - 2024
- [j4]Junyi Gao
A comprehensive benchmark for COVID-19 predictive modeling using electronic health records in intensive care. Patterns 5(4): 100951 (2024) - [c18]Yinghao Zhu
EMERGE: Enhancing Multimodal Electronic Health Records Predictive Modeling with Retrieval-Augmented Generation. CIKM 2024: 3549-3559 - [c17]Yinghao Zhu
PRISM: Mitigating EHR Data Sparsity via Learning from Missing Feature Calibrated Prototype Patient Representations. CIKM 2024: 3560-3569 - [c16]Zhihao Yu, Chaohe Zhang, Yasha Wang, Wen Tang, Jiangtao Wang
Predict and Interpret Health Risk Using Ehr Through Typical Patients. ICASSP 2024: 1506-1510 - [c15]Junyi Ma, Junfeng Zhao, Yasha Wang, Liantao Ma, Xiaocui Li, Xin Gao, Jinhui Zhang:
RNN enhanced Compartmental Model for Infectious Disease Prediction. ICDH 2024: 225-236 - [c14]Xiaocui Li, Junfeng Zhao, Yasha Wang, Liantao Ma, Junyi Ma, Xin Gao, Jinhui Zhang:
HealthEdge: A Proactive DRL-Driven Service Reconfiguration Mechanism for Pre-Hospital Emergency Response in Edge Networks. ICDH 2024: 237-243 - [c13]Yujie Jin, Zhibang Yang, Xu Chu, Liantao Ma:
Temporal Domain Generalization via Learning Instance-level Evolving Patterns. IJCAI 2024: 4255-4263 - [c12]Shenda Hong
Artificial Intelligence and Data Science for Healthcare: Bridging Data-Centric AI and People-Centric Healthcare. KDD 2024: 6720-6721 - [i22]Zhihao Yu, Xu Chu, Liantao Ma, Yasha Wang, Wenwu Zhu:
Imputation with Inter-Series Information from Prototypes for Irregular Sampled Time Series. CoRR abs/2401.07249 (2024) - [i21]Weibin Liao, Yinghao Zhu, Zixiang Wang, Xu Chu, Yasha Wang, Liantao Ma:
Learnable Prompt as Pseudo-Imputation: Reassessing the Necessity of Traditional EHR Data Imputation in Downstream Clinical Prediction. CoRR abs/2401.16796 (2024) - [i20]Yinghao Zhu, Zixiang Wang, Junyi Gao, Yuning Tong, Jingkun An, Weibin Liao, Ewen M. Harrison, Liantao Ma, Chengwei Pan:
Prompting Large Language Models for Zero-Shot Clinical Prediction with Structured Longitudinal Electronic Health Record Data. CoRR abs/2402.01713 (2024) - [i19]Weibin Liao, Yinghao Zhu, Xinyuan Wang, Chengwei Pan, Yasha Wang, Liantao Ma:
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation. CoRR abs/2403.05246 (2024) - [i18]Tianlong Wang, Xianfeng Jiao, Yifan He, Zhongzhi Chen, Yinghao Zhu, Xu Chu, Junyi Gao, Yasha Wang, Liantao Ma:
Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories. CoRR abs/2406.00034 (2024) - [i17]Yinghao Zhu, Changyu Ren, Zixiang Wang, Xiaochen Zheng, Shiyun Xie, Junlan Feng, Xi Zhu, Zhoujun Li, Liantao Ma, Chengwei Pan:
EMERGE: Integrating RAG for Improved Multimodal EHR Predictive Modeling. CoRR abs/2406.00036 (2024) - [i16]Yinghao Zhu, Junyi Gao, Zixiang Wang, Weibin Liao, Xiaochen Zheng, Lifang Liang, Yasha Wang, Chengwei Pan, Ewen M. Harrison, Liantao Ma:
Is larger always better? Evaluating and prompting large language models for non-generative medical tasks. CoRR abs/2407.18525 (2024) - [i15]Zixiang Wang, Yinghao Zhu, Huiya Zhao, Xiaochen Zheng, Tianlong Wang, Wen Tang, Yasha Wang, Chengwei Pan, Ewen M. Harrison, Junyi Gao, Liantao Ma:
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration. CoRR abs/2410.02551 (2024) - 2023
- [j3]Liantao Ma, Chaohe Zhang
Mortality prediction with adaptive feature importance recalibration for peritoneal dialysis patients. Patterns 4(12): 100892 (2023) - [j2]Xinyu Ma
Patient Health Representation Learning via Correlational Sparse Prior of Medical Features. IEEE Trans. Knowl. Data Eng. 35(11): 11769-11783 (2023) - [c11]Xinyu Ma, Xu Chu, Yasha Wang, Yang Lin, Junfeng Zhao, Liantao Ma, Wenwu Zhu:
Fused Gromov-Wasserstein Graph Mixup for Graph-level Classifications. NeurIPS 2023 - [i14]Liantao Ma, Chaohe Zhang, Junyi Gao, Xianfeng Jiao, Zhihao Yu, Xinyu Ma, Yasha Wang, Wen Tang, Xinju Zhao, Wenjie Ruan, Tao Wang:
Mortality Prediction with Adaptive Feature Importance Recalibration for Peritoneal Dialysis Patients: a deep-learning-based study on a real-world longitudinal follow-up dataset. CoRR abs/2301.07107 (2023) - [i13]Yinghao Zhu
M3Fair: Mitigating Bias in Healthcare Data through Multi-Level and Multi-Sensitive-Attribute Reweighting Method. CoRR abs/2306.04118 (2023) - [i12]Xinyu Ma, Xu Chu, Yasha Wang, Yang Lin, Junfeng Zhao, Liantao Ma, Wenwu Zhu:
Graph Interpolation via Fast Fused-Gromovization. CoRR abs/2306.15963 (2023) - [i11]Yinghao Zhu
Leveraging Prototype Patient Representations with Feature-Missing-Aware Calibration to Mitigate EHR Data Sparsity. CoRR abs/2309.04160 (2023) - [i10]Zhongji Zhang, Yuhang Wang, Yinghao Zhu
A Transfer-Learning-Based Prognosis Prediction Paradigm that Bridges Data Distribution Shift across EMR Datasets. CoRR abs/2310.07799 (2023) - [i9]Zhihao Yu, Chaohe Zhang, Yasha Wang, Wen Tang, Jiangtao Wang, Liantao Ma:
Predict and Interpret Health Risk using EHR through Typical Patients. CoRR abs/2312.10977 (2023) - [i8]Zhihao Yu, Liantao Ma, Yasha Wang, Junfeng Zhao:
Learning the Dynamic Correlations and Mitigating Noise by Hierarchical Convolution for Long-term Sequence Forecasting. CoRR abs/2312.16790 (2023) - 2022
- [c10]Chaohe Zhang, Xu Chu, Liantao Ma
M3Care: Learning with Missing Modalities in Multimodal Healthcare Data. KDD 2022: 2418-2428 - [i7]Xinyu Ma, Xu Chu, Yasha Wang, Hailong Yu, Liantao Ma, Wen Tang, Junfeng Zhao:
MedFACT: Modeling Medical Feature Correlations in Patient Health Representation Learning via Feature Clustering. CoRR abs/2204.10011 (2022) - [i6]Junyi Gao, Yinghao Zhu
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive Care: Choosing the Best Model for COVID-19 Prognosis. CoRR abs/2209.07805 (2022) - [i5]Chaohe Zhang, Xu Chu, Liantao Ma, Yinghao Zhu, Yasha Wang, Jiangtao Wang, Junfeng Zhao:
M3Care: Learning with Missing Modalities in Multimodal Healthcare Data. CoRR abs/2210.17292 (2022) - 2021
- [c9]Chaohe Zhang, Xin Gao, Liantao Ma
GRASP: Generic Framework for Health Status Representation Learning Based on Incorporating Knowledge from Similar Patients. AAAI 2021: 715-723 - [c8]Liantao Ma
Distilling Knowledge from Publicly Available Online EMR Data to Emerging Epidemic for Prognosis. WWW 2021: 3558-3568 - 2020
- [j1]Liantao Ma, Chaohe Zhang, Yasha Wang
Estimating Urban Road GPS Environment Friendliness with Bus Trajectories: A City-Scale Approach. Sensors 20(6): 1580 (2020) - [c7]Liantao Ma
AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration. AAAI 2020: 825-832 - [c6]Liantao Ma
ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context. AAAI 2020: 833-840 - [i4]Liantao Ma, Xinyu Ma, Junyi Gao, Chaohe Zhang, Zhihao Yu, Xianfeng Jiao, Wenjie Ruan, Yasha Wang, Wen Tang, Jiangtao Wang:
CovidCare: Transferring Knowledge from Existing EMR to Emerging Epidemic for Interpretable Prognosis. CoRR abs/2007.08848 (2020)
2010 – 2019
- 2019
- [c5]Liantao Ma, Yasha Wang
Multi-Source Data Integration-Based Urban Road GPS Environment Friendliness Estimation. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI 2019: 626-633 - [c4]Xin Gao, Chaohe Zhang, Liantao Ma, Yasha Wang
Correlating MSM's Mental Health with Usage Behaviors on MSM-Specific Social Applications. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI 2019: 891-898 - [c3]Junyi Gao, Weihao Tan, Liantao Ma
MUSEFood: Multi-Sensor-Based Food Volume Estimation on Smartphones. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI 2019: 899-906 - [i3]Junyi Gao, Weihao Tan, Liantao Ma, Yasha Wang, Wen Tang:
MUSEFood: Multi-sensor-based Food Volume Estimation on Smartphones. CoRR abs/1903.07437 (2019) - [i2]Liantao Ma, Junyi Gao, Yasha Wang, Chaohe Zhang, Jiangtao Wang, Wenjie Ruan, Wen Tang, Xin Gao, Xinyu Ma:
AdaCare: Explainable Clinical Health Status Representation Learning via Scale-Adaptive Feature Extraction and Recalibration. CoRR abs/1911.12205 (2019) - [i1]Liantao Ma, Chaohe Zhang, Yasha Wang, Wenjie Ruan, Jiantao Wang, Wen Tang, Xinyu Ma, Xin Gao, Junyi Gao:
ConCare: Personalized Clinical Feature Embedding via Capturing the Healthcare Context. CoRR abs/1911.12216 (2019) - 2017
- [c2]Jiangtao Wang
PSAllocator: Multi-Task Allocation for Participatory Sensing with Sensing Capability Constraints. CSCW 2017: 1139-1151 - 2015
- [c1]Liantao Ma, Yibo Wang, Junyi Ma, Yuanduo He, Zhaopeng Qiu, Zhengyang Qin, Yasha Wang:
Ubiquitous Intelligent Computing in 10 Years VS Chinese Kungfu. UIC/ATC/ScalCom 2015: 376-377
Coauthor Index
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last updated on 2026-05-08 01:18 CEST by the dblp team
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