| 2026 | AAAI | Do We Truly Need So Many Samples? Multi-LLM Repeated Sampling Efficiently Scales Test-Time Compute. | Jianhao Chen, Zishuo Xun, Bocheng Zhou, Han Qi, Hangfan Zhang, Qiaosheng Zhang, Yang Chen, Wei Hu, Yuzhong Qu, Shuyue Hu |
| 2026 | AAAI | Adaptive Theory of Mind for LLM-based Multi-Agent Coordination. | Chunjiang Mu, Ya Zeng, Qiaosheng Zhang, Kun Shao, Chen Chu, Hao Guo, Danyang Jia, Zhen Wang, Shuyue Hu |
| 2026 | AAAI | ICL-Router: In-Context Learned Model Representations for LLM Routing. | Chenxu Wang, Hao Li, Yiqun Zhang, Linyao Chen, Jianhao Chen, Ping Jian, Qiaosheng Zhang, Shuyue Hu |
| 2026 | AAAI | The Avengers: A Routing Recipe for Collective Intelligence in Language Models. | Yiqun Zhang, Hao Li, Chenxu Wang, Linyao Chen, Qiaosheng Zhang, Peng Ye, Shi Feng, Xinrun Wang, Xu Jia, Lei Bai, Shuyue Hu |
| 2026 | ACL | Design First, Code Later: Aesthetically Pleasing Template-Free Slides Generation. | Zhiyao Cui, Chenxu Wang, Shuyue Hu, Yiqun Zhang, Wenqi Shao, Qiaosheng Zhang, Zhen Wang |
| 2026 | ACL | LLMRouterBench: A Massive Benchmark and Unified Framework for LLM Routing. | Hao Li, Yiqun Zhang, Zhaoyan Guo, Chenxu Wang, Shengji Tang, Qiaosheng Zhang, Yang Chen, Biqing Qi, Peng Ye, Lei Bai, Zhen Wang, Shuyue Hu |
| 2026 | ACL | A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement. | Shengji Tang, Jianjian Cao, Weihao Lin, Jiale Hong, Bo Zhang, Shuyue Hu, Lei Bai, Tao Chen, Wanli Ouyang, Peng Ye |
| 2026 | ACL | MTRouter: Cost-Aware Multi-Turn LLM Routing with History-Model Joint Embeddings. | Yiqun Zhang, Hao Li, Zihan Wang, Shi Feng, Xiaocui Yang, Daling Wang, Bo Zhang, Lei Bai, Shuyue Hu |
| 2026 | ACL | Nature-Inspired Population-Based Evolution of Large Language Models. | Yiqun Zhang, Peng Ye, Xiaocui Yang, Shi Feng, Shufei Zhang, Lei Bai, Wanli Ouyang, Shuyue Hu |
| 2025 | EMNLP | Reinforcement Learning for Large Language Models via Group Preference Reward Shaping. | Huaisheng Zhu, Siyuan Xu, Hangfan Zhang, Teng Xiao, Zhimeng Guo, Shijie Zhou, Shuyue Hu, Vasant G. Honavar |
| 2025 | ICML | 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 |
| 2024 | ICML | 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 |
| 2024 | IJCAI | A Successful Strategy for Multichannel Iterated Prisoner's Dilemma. | Zhen Wang, Zhaoheng Cao, Juan Shi, Peican Zhu, Shuyue Hu, Chen Chu |
| 2024 | IJCAI | Emergence of Social Norms in Generative Agent Societies: Principles and Architecture. | Siyue Ren, Zhiyao Cui, Ruiqi Song, Zhen Wang, Shuyue Hu |
| 2023 | AAAI | A Pair-Approximation Method for Modelling the Dynamics of Multi-Agent Stochastic Games. | Chen Chu, Zheng Yuan, Shuyue Hu, Chunjiang Mu, Zhen Wang |
| 2023 | AAAI | Emergence of Punishment in Social Dilemma with Environmental Feedback. | Zhen Wang, Zhao Song, Chen Shen, Shuyue Hu |
| 2022 | IJCAI | A Formal Model for Multiagent Q-Learning Dynamics on Regular Graphs. | Chen Chu, Yong Li, Jinzhuo Liu, Shuyue Hu, Xuelong Li, Zhen Wang |
| 2022 | IJCAI | 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 |
| 2022 | IJCAI | Modelling the Dynamics of Regret Minimization in Large Agent Populations: a Master Equation Approach. | Zhen Wang, Chunjiang Mu, Shuyue Hu, Chen Chu, Xuelong Li |
| 2021 | HRI | A Theoretical Framework for Large-Scale Human-Robot Interaction with Groups of Learning Agents. | Nicholas Teh, Shuyue Hu, Harold Soh |
| 2021 | ICTAI | Formal Modeling of Reinforcement Learning with Many Agents through Repeated Local Interactions. | Chin-Wing Leung, Shuyue Hu, Ho-fung Leung |
| 2020 | ICPR | Self-Play or Group Practice: Learning to Play Alternating Markov Game in Multi-Agent System. | Chin-Wing Leung, Shuyue Hu, Ho-fung Leung |
| 2019 | PRICAI | Modeling Convention Emergence by Observation with Memorization. | Chin-wing Leung, Shuyue Hu, Ho-fung Leung |
| 2017 | IJCAI | Achieving Coordination in Multi-Agent Systems by Stable Local Conventions under Community Networks. | Shuyue Hu, Ho-fung Leung |
| 2015 | DASFAA | Entity Relation Mining in Large-Scale Data. | Jingnan Li, Yi Cai, Qixuan Wang, Shuyue Hu, Tao Wang, Huaqing Min |
| 2013 | ER | Exploring Set Recommendation from a Financial Perspective. | Yu Liu, Yi Cai, Shuyue Hu, Yifeng Shao, Tao Wang, Huaqing Min |
| 2013 | ER | Products Competitive Relationships Mining. | Jun Li, Tao Wang, Shuyue Hu, Qingchuan Zhao, Huaqing Min |