Hu, Shuyue

16 publications

TMLR 2026 Nondeterministic Polynomial-Time Problem Challenge: An Ever-Scaling Reasoning Benchmark for LLMs Chang Yang, Ruiyu Wang, Junzhe Jiang, Qi Jiang, Qinggang Zhang, Yanchen Deng, Shuxin Li, Shuyue Hu, Bo Li, Florian T. Pokorny, Xiao Huang, Xinrun Wang

ICML 2025 Graph Attention Is Not Always Beneficial: A Theoretical Analysis of Graph Attention Mechanisms via Contextual Stochastic Block Models Zhongtian Ma, Qiaosheng Zhang, Bocheng Zhou, Yexin Zhang, Shuyue Hu, Zhen Wang

NeurIPS 2025 ReMA: Learning to Meta-Think for LLMs with Multi-Agent Reinforcement Learning Ziyu Wan, Yunxiang Li, Xiaoyu Wen, Yan Song, Hanjing Wang, Linyi Yang, Mark Schmidt, Jun Wang, Weinan Zhang, Shuyue Hu, Ying Wen

NeurIPS 2025 Scaling Physical Reasoning with the PHYSICS Dataset Shenghe Zheng, Qianjia Cheng, Junchi Yao, Mengsong Wu, Haonan He, Ning Ding, Yu Cheng, Shuyue Hu, Lei Bai, Dongzhan Zhou, Ganqu Cui, Peng Ye

IJCAI 2024 A Successful Strategy for Multichannel Iterated Prisoner's Dilemma Zhen Wang, Zhaoheng Cao, Juan Shi, Peican Zhu, Shuyue Hu, Chen Chu

ICML 2024 Configurable Mirror Descent: Towards a Unification of Decision Making Pengdeng Li, Shuxin Li, Chang Yang, Xinrun Wang, Shuyue Hu, Xiao Huang, Hau Chan, Bo An

IJCAI 2024 Emergence of Social Norms in Generative Agent Societies: Principles and Architecture Siyue Ren, Zhiyao Cui, Ruiqi Song, Zhen Wang, Shuyue Hu

NeurIPSW 2024 OASIS: Open Agents Social Interaction Simulations on One Million Agents Ziyi Yang, Zaibin Zhang, Zirui Zheng, Yuxian Jiang, Ziyue Gan, Zhiyu Wang, Zijian Ling, Konisberg, Martz Ma, Bowen Dong, Prateek Gupta, Shuyue Hu, Zhenfei Yin, Guohao Li, Xu Jia, Lijun Wang, Bernard Ghanem, Huchuan Lu, Wanli Ouyang, Yu Qiao, Philip Torr, Jing Shao

AAAI 2023 A Pair-Approximation Method for Modelling the Dynamics of Multi-Agent Stochastic Games Chen Chu, Zheng Yuan, Shuyue Hu, Chunjiang Mu, Zhen Wang

AAAI 2023 Emergence of Punishment in Social Dilemma with Environmental Feedback Zhen Wang, Zhao Song, Chen Shen, Shuyue Hu

NeurIPS 2023 The Best of Both Worlds in Network Population Games: Reaching Consensus and Convergence to Equilibrium Shuyue Hu, Harold Soh, Georgios Piliouras

IJCAI 2022 A Formal Model for Multiagent Q-Learning Dynamics on Regular Graphs Chen Chu, Yong Li, Jinzhuo Liu, Shuyue Hu, Xuelong Li, Zhen Wang

IJCAI 2022 Modelling the Dynamics of Multi-Agent Q-Learning: The Stochastic Effects of Local Interaction and Incomplete Information Chin-wing Leung, Shuyue Hu, Ho-fung Leung

IJCAI 2022 Modelling the Dynamics of Regret Minimization in Large Agent Populations: A Master Equation Approach Zhen Wang, Chunjiang Mu, Shuyue Hu, Chen Chu, Xuelong Li

NeurIPS 2019 Modelling the Dynamics of Multiagent Q-Learning in Repeated Symmetric Games: A Mean Field Theoretic Approach Shuyue Hu, Chin-wing Leung, Ho-fung Leung

IJCAI 2017 Achieving Coordination in Multi-Agent Systems by Stable Local Conventions Under Community Networks Shuyue Hu, Ho-fung Leung