Spatio-temporal graphical counterfactuals: an overview.

Jianxi Gao https://zbmath.org/authors/?q=ai:gao.jianxi https://orcid.org/0000-0002-3952-208X https://www.wikidata.org/entity/Q56508830 https://scholar.google.com/citations?user=qMcWVWgAAAAJ https://openreview.net/profile?id=~Jianxi_Gao1

Mingyu Kang Duxin Chen Ziyuan Pu Jianxi Gao Wenwu Yu Spatio-temporal graphical counterfactuals: an overview. 2026 69 Sci. China Inf. Sci. 4 https://doi.org/10.1007/s11432-024-4752-6 db/journals/chinaf/chinaf69.html#KangCPGY26 streams/journals/chinaf

Chunhong Li Bin Jia Weiping Wang Jianxi Gao Albert Solé-Ribalta Javier Borge-Holthoefer From flood-prone to flood-ready: The restoration-adaptation interplay in building resilient multimodal transport networks. 111737 2026 266 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2025.111737 db/journals/ress/ress266.html#LiJWGSB26 streams/journals/ress

Ling Yue Kushal Raj Bhandari Ching-Yun Ko Dhaval Patel 0002 Shuxin Lin Nianjun Zhou Jianxi Gao Pin-Yu Chen Shaowu Pan From Static Templates to Dynamic Runtime Graphs: A Survey of Workflow Optimization for LLM Agents. 2026 March abs/2603.22386 CoRR https://doi.org/10.48550/arXiv.2603.22386 db/journals/corr/corr2603.html#abs-2603-22386 streams/journals/corr

Mingxue Guo Tingting Zhao Jianxi Gao Xin Meng Ziyou Gao Quantifying extreme failure scenarios in transportation systems with graph learning. 101209 2025 6 Patterns 4 https://doi.org/10.1016/j.patter.2025.101209 db/journals/patterns/patterns6.html#GuoZGMG25 streams/journals/patterns

Kushal Raj Bhandari Sixue Xing Soham Dan Jianxi Gao Exploring the Robustness of Language Models for Tabular Question Answering via Attention Analysis. 2025 2025 Trans. Mach. Learn. Res. https://openreview.net/forum?id=PYHIDN9Wuq db/journals/tmlr/tmlr2025.html#BhandariXDG25 streams/journals/tmlr

Zhenhan Huang Kavitha Srinivas Horst Samulowitz Niharika S. D'Souza Charu C. Aggarwal Pin-Yu Chen Jianxi Gao Language Models Are Good Tabular Learners. 2025 2025 Trans. Mach. Learn. Res. https://openreview.net/forum?id=6o3vVBWYis db/journals/tmlr/tmlr2025.html#HuangSSDACG25

Yanna Ding Zijie Huang 0002 Xiao Shou Yihang Guo Yizhou Sun Jianxi Gao Architecture-Aware Learning Curve Extrapolation via Graph Ordinary Differential Equation. 16289-16297 2025 AAAI https://doi.org/10.1609/aaai.v39i15.33789 conf/aaai/2025 db/conf/aaai/aaai2025.html#Ding0SGSG25 Mingyu Derek Ma Yanna Ding Zijie Huang 0002 Jianxi Gao Yizhou Sun Wei Wang 0010 Inferring from Logits: Exploring Best Practices for Decoding-Free Generative Candidate Selection. 33125-33144 2025 ACL (1) https://aclanthology.org/2025.acl-long.1589/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#MaD0GS025 Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao Modular Prompt Learning Improves Vision-Language Models. 1-5 2025 ICASSP https://doi.org/10.1109/ICASSP49660.2025.10889690 conf/icassp/2025 db/conf/icassp/icassp2025.html#HuangPCG25 Songtao Lu Yanna Ding Lior Horesh Jianxi Gao Malik Magdon-Ismail Epigraph Based Multilevel Optimization (EMO) for Enhancing Chain-of-Thought Reasoning Capabilities. 1-5 2025 ICASSP https://doi.org/10.1109/ICASSP49660.2025.10889376 conf/icassp/2025 db/conf/icassp/icassp2025.html#LuDHGM25 Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao Differentiable Prompt Learning for Vision Language Models. 5444-5452 2025 IJCAI https://doi.org/10.24963/ijcai.2025/606 conf/ijcai/2025 db/conf/ijcai/ijcai2025.html#HuangPCG25 Jingtao Ding Yu Zheng 0010 Huandong Wang Carlo Vittorio Cannistraci Jianxi Gao Yong Li 0008 Chuan Shi 0001 Artificial Intelligence for Complex Network: Potential, Methodology and Application. 5-8 2025 WWW (Companion Volume) https://doi.org/10.1145/3701716.3715857 conf/www/2025c db/conf/www/www2025c.html#Ding0WCG0S25

Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao Differentiable Prompt Learning for Vision Language Models. 2025 January abs/2501.00457 CoRR https://doi.org/10.48550/arXiv.2501.00457 db/journals/corr/corr2501.html#abs-2501-00457 streams/journals/corr

Mingyu Derek Ma Yanna Ding Zijie Huang 0002 Jianxi Gao Yizhou Sun Wei Wang 0010 Inferring from Logits: Exploring Best Practices for Decoding-Free Generative Candidate Selection. 2025 January abs/2501.17338 CoRR https://doi.org/10.48550/arXiv.2501.17338 db/journals/corr/corr2501.html#abs-2501-17338 streams/journals/corr

Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao Modular Prompt Learning Improves Vision-Language Models. 2025 February abs/2502.14125 CoRR https://doi.org/10.48550/arXiv.2502.14125 db/journals/corr/corr2502.html#abs-2502-14125 streams/journals/corr

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Xiao Shou Yanna Ding Jianxi Gao Gradient Flow Matching for Learning Update Dynamics in Neural Network Training. 2025 May abs/2505.20221 CoRR https://doi.org/10.48550/arXiv.2505.20221 db/journals/corr/corr2505.html#abs-2505-20221 streams/journals/corr

Yu Zheng 0010 Jingtao Ding Depeng Jin Jianxi Gao Yong Li 0008 Advancing network resilience theories with symbolized reinforcement learning. 2025 July abs/2507.08827 CoRR https://doi.org/10.48550/arXiv.2507.08827 db/journals/corr/corr2507.html#abs-2507-08827 streams/journals/corr

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Yanna Ding Songtao Lu Yingdong Lu Tomasz Nowicki Jianxi Gao Optimality and NP-Hardness of Transformers in Learning Markovian Dynamical Functions. 2025 October abs/2510.18638 CoRR https://doi.org/10.48550/arXiv.2510.18638 db/journals/corr/corr2510.html#abs-2510-18638 streams/journals/corr

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Kushal Raj Bhandari Sixue Xing Soham Dan Jianxi Gao On the Robustness of Language Models for Tabular Question Answering. 2024 abs/2406.12719 CoRR https://doi.org/10.48550/arXiv.2406.12719 db/journals/corr/corr2406.html#abs-2406-12719

Mingyu Kang Duxin Chen Ziyuan Pu Jianxi Gao Wenwu Yu Spatio-Temporal Graphical Counterfactuals: An Overview. 2024 abs/2407.01875 CoRR https://doi.org/10.48550/arXiv.2407.01875 db/journals/corr/corr2407.html#abs-2407-01875 streams/journals/corr

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Yanna Ding Zijie Huang 0002 Xiao Shou Yihang Guo Yizhou Sun Jianxi Gao Architecture-Aware Learning Curve Extrapolation via Graph Ordinary Differential Equation. 2024 abs/2412.15554 CoRR https://doi.org/10.48550/arXiv.2412.15554 db/journals/corr/corr2412.html#abs-2412-15554 streams/journals/corr

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Jin-Zhu Yu Mincheng Wu Gisela Bichler Felipe Aros-Vera Jianxi Gao Reconstructing Sparse Multiplex Networks with Application to Covert Networks. 142 2023 January 25 Entropy 1 https://doi.org/10.3390/e25010142 db/journals/entropy/entropy25.html#YuWBAG23

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Shangjia Dong Xinyu Gao Ali Mostafavi Jianxi Gao Utkarsh Gangwal Characterizing resilience of flood-disrupted dynamic transportation network through the lens of link reliability and stability. 109071 2023 April 232 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2022.109071 db/journals/ress/ress232.html#DongGMGG23

Yanna Ding Jianxi Gao Malik Magdon-Ismail Learning Network Dynamics from Noisy Steady States. 46-50 2023 ASONAM https://doi.org/10.1145/3625007.3631184 conf/asunam/2023 db/conf/asunam/asonam2023.html#DingGM23

Cheng Ma György Korniss Boleslaw K. Szymanski Jianxi Gao Generalized dimension reduction approach for heterogeneous networked systems with time-delay. 2023 abs/2308.11666 CoRR https://doi.org/10.48550/arXiv.2308.11666 db/journals/corr/corr2308.html#abs-2308-11666

Hamed Farahmand Xueming Liu Shangjia Dong Ali Mostafavi Jianxi Gao A Network Observability Framework for Sensor Placement in Flood Control Networks to Improve Flood Situational Awareness and Risk Management. 108366 2022 221 Reliab. Eng. Syst. Saf. https://doi.org/10.1016/j.ress.2022.108366 db/journals/ress/ress221.html#FarahmandLDMG22

Yiyi He Xiangyu Yue 0001 Sarah Lindbergh Jianxi Gao Chuck Graves Jasenka Rakas Dissecting lightning strike hazard impact patterns to National Airspace System facilities in the contiguous United States. 101735 2022 91 Comput. Environ. Urban Syst. https://doi.org/10.1016/j.compenvurbsys.2021.101735 db/journals/urban/urban91.html#HeYLGGR22

Chunheng Jiang Tejaswini Pedapati Pin-Yu Chen Yizhou Sun Jianxi Gao Neural Capacitance: A New Perspective of Neural Network Selection via Edge Dynamics. 2022 abs/2201.04194 CoRR https://arxiv.org/abs/2201.04194 db/journals/corr/corr2201.html#abs-2201-04194

Jin-Zhu Yu Mincheng Wu Gisela Bichler Felipe Aros-Vera Jianxi Gao Reconstructing Sparse Illicit Supply Networks: A Case Study of Multiplex Drug Trafficking Networks. 2022 abs/2208.01739 CoRR https://doi.org/10.48550/arXiv.2208.01739 db/journals/corr/corr2208.html#abs-2208-01739

Jin-Zhu Yu Chencheng Cai Jianxi Gao Bullwhip Effect of Supply Networks: Joint Impact of Network Structure and Market Demand. 2022 abs/2208.04459 CoRR https://doi.org/10.48550/arXiv.2208.04459 db/journals/corr/corr2208.html#abs-2208-04459

Michael W. Macy Manqing Ma Daniel R. Tabin Jianxi Gao Boleslaw K. Szymanski Polarization and tipping points. e2102144118 2021 118 Proc. Natl. Acad. Sci. USA 50 https://doi.org/10.1073/pnas.2102144118 https://www.wikidata.org/entity/Q113281306 db/journals/pnas/pnas118.html#MacyMTGS21

Zhenhan Huang Chunheng Jiang Pin-Yu Chen Jianxi Gao Network Graph Based Neural Architecture Search. 2021 abs/2112.07805 CoRR https://arxiv.org/abs/2112.07805 db/journals/corr/corr2112.html#abs-2112-07805

Chunheng Jiang Jianxi Gao Malik Magdon-Ismail True Nonlinear Dynamics from Incomplete Networks. 131-138 2020 AAAI https://doi.org/10.1609/aaai.v34i01.5343 conf/aaai/2020 db/conf/aaai/aaai2020.html#JiangGM20 Chunheng Jiang Jianxi Gao Malik Magdon-Ismail Inferring Degrees from Incomplete Networks and Nonlinear Dynamics. 3307-3313 2020 IJCAI https://doi.org/10.24963/ijcai.2020/457 conf/ijcai/2020 db/conf/ijcai/ijcai2020.html#JiangGM20

Chunheng Jiang Jianxi Gao Malik Magdon-Ismail True Nonlinear Dynamics from Incomplete Networks. 2020 abs/2001.06722 CoRR https://arxiv.org/abs/2001.06722 db/journals/corr/corr2001.html#abs-2001-06722

Chunheng Jiang Jianxi Gao Malik Magdon-Ismail Inferring Degrees from Incomplete Networks and Nonlinear Dynamics. 2020 abs/2004.10546 CoRR https://arxiv.org/abs/2004.10546 db/journals/corr/corr2004.html#abs-2004-10546

Xiang Niu Christopher Brissette Chunheng Jiang Jianxi Gao György Korniss Boleslaw K. Szymanski Heuristic assessment of the economic effects of pandemic control. 2020 abs/2010.14452 CoRR https://arxiv.org/abs/2010.14452 db/journals/corr/corr2010.html#abs-2010-14452

Weifeng Guo Shao-Wu Zhang 0001 Tao Zeng 0003 Yan Li 0111 Jianxi Gao Luonan Chen A novel network control model for identifying personalized driver genes in cancer. 2019 15 PLoS Comput. Biol. 11 https://doi.org/10.1371/journal.pcbi.1007520 https://www.wikidata.org/entity/Q91439295 db/journals/ploscb/ploscb15.html#GuoZZLGC19

Zejie Zhou Boleslaw K. Szymanski Jianxi Gao Modeling competitive evolution of multiple languages. 2019 abs/1907.06848 CoRR http://arxiv.org/abs/1907.06848 db/journals/corr/corr1907.html#abs-1907-06848

Rasoul Rajaei Abdolmahdi Bagheri Amin Ramezani Sean P. Cornelius Jianxi Gao Designing pinning network controllability for interdependent dynamical networks. 3478-3483 2018 ACC https://doi.org/10.23919/ACC.2018.8431922 conf/amcc/2018 db/conf/amcc/acc2018.html#RajaeiBRCG18 Yupeng Gu Yizhou Sun Jianxi Gao The Co-Evolution Model for Social Network Evolving and Opinion Migration. 175-184 2017 KDD https://doi.org/10.1145/3097983.3098002 conf/kdd/2017 db/conf/kdd/kdd2017.html#GuSG17

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