Product-Based Neural Networks for User Response Prediction. - Yanru Qu; Han Cai; Kan Ren; Weinan Zhang 001; Yong Yu 001; Ying Wen 001; Jun Wang 012 (ICDM, 2016)

Learning text representation using recurrent convolutional neural network with highway layers. - Ying Wen 001; Weinan Zhang 001; Rui Luo 001; Jun Wang 012 (CoRR, 2016)

Multiagent Bidirectionally-Coordinated Nets for Learning to Play StarCraft Combat Games. - Peng Peng; Quan Yuan; Ying Wen 001; Yaodong Yang 001; Zhenkun Tang; Haitao Long; Jun Wang 012 (CoRR, 2017)

Learning to Design Games: Strategic Environments in Deep Reinforcement Learning. - Haifeng Zhang 002; Jun Wang 012; Zhiming Zhou 001; Weinan Zhang 001; Ying Wen 001; Yong Yu 001; Wenxin Li 005 (CoRR, 2017)

An Empirical Study of AI Population Dynamics with Million-agent Reinforcement Learning. - Yaodong Yang 001; Lantao Yu; Yiwei Bai; Jun Wang 012; Weinan Zhang 001; Ying Wen 001; Yong Yu 001 (CoRR, 2017)

A Study of AI Population Dynamics with Million-agent Reinforcement Learning. - Yaodong Yang 001; Lantao Yu; Yiwei Bai; Ying Wen 001; Weinan Zhang 001; Jun Wang 012 (AAMAS, 2018)

Factorized Q-Learning for Large-Scale Multi-Agent Systems. - Yong Chen 008; Ming Zhou 006; Ying Wen 001; Yaodong Yang 001; Yufeng Su; Weinan Zhang 001; Dell Zhang; Jun Wang 012; Han Liu (CoRR, 2018)

Factorized Q-learning for large-scale multi-agent systems. - Ming Zhou 006; Yong Chen 008; Ying Wen 001; Yaodong Yang 001; Yufeng Su; Weinan Zhang 001; Dell Zhang; Jun Wang 012 (DAI, 2019)

Know Your Enemies and Know Yourself in the Real-Time Bidding Function Optimisation. - Manxing Du; Alexander I. Cowen-Rivers; Ying Wen 001; Phu Sakulwongtana; Jun Wang 012; Mats Brorsson; Radu State (ICDM Workshops, 2019)

Probabilistic Recursive Reasoning for Multi-Agent Reinforcement Learning. - Ying Wen 001; Yaodong Yang 001; Rui Luo 001; Jun Wang 012; Wei Pan 004 (ICLR (Poster), 2019)

A Regularized Opponent Model with Maximum Entropy Objective. - Zheng Tian 002; Ying Wen 001; Zhichen Gong; Faiz Punakkath; Shihao Zou; Jun Wang 012 (IJCAI, 2019)

Multi-Agent Generalized Recursive Reasoning. - Ying Wen 001; Yaodong Yang 001; Rui Lu; Jun Wang 012 (CoRR, 2019)

Infer Your Enemies and Know Yourself, Learning in Real-Time Bidding with Partially Observable Opponents. - Manxing Du; Alexander I. Cowen-Rivers; Ying Wen 001; Phu Sakulwongtana; Jun Wang 012; Mats Brorsson; Radu State (CoRR, 2019)

SMARTS: An Open-Source Scalable Multi-Agent RL Training School for Autonomous Driving. - Ming Zhou 006; Jun Luo 009; Julian Villela; Yaodong Yang 002; David Rusu; Jiayu Miao; Weinan Zhang 001; Montgomery Alban; Iman Fadakar; Zheng Chen; Chongxi Huang; Ying Wen 001; et al. (CoRL, 2020)

Multi-Agent Determinantal Q-Learning. - Yaodong Yang 001; Ying Wen 001; Jun Wang 012; Liheng Chen; Kun Shao; David Mguni; Weinan Zhang 001 (ICML, 2020)

Modelling Bounded Rationality in Multi-Agent Interactions by Generalized Recursive Reasoning. - Ying Wen 001; Yaodong Yang 001; Jun Wang 012 (IJCAI, 2020)

SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving. - Ming Zhou 006; Jun Luo 009; Julian Villela; Yaodong Yang 002; David Rusu; Jiayu Miao; Weinan Zhang 001; Montgomery Alban; Iman Fadakar; Zheng Chen; Aurora Chongxi Huang; Ying Wen 001; et al. (CoRR, 2020)

Modeling mutual influence in multi-agent reinforcement learning. - Ying Wen 001 (2020)

Diverse Auto-Curriculum is Critical for Successful Real-World Multiagent Learning Systems. - Yaodong Yang 002; Jun Luo 009; Ying Wen 001; Oliver Slumbers; Daniel Graves; Haitham Bou-Ammar; Jun Wang 012; Matthew E. Taylor (AAMAS, 2021)

MAFENN: Multi-Agent Feedback Enabled Neural Network for Wireless Channel Equalization. - Yang Li 116; Fanglei Sun; Weiqin Zu; Wenbin Song; Ying Wen 001; Jun Wang 012; Yang Yang 001; Kai Li 022; Liantao Wu (GLOBECOM, 2021)

Retrospective Thinking based Multi-Agent System for Wireless Video Transmissions. - Yang Li 116; Fanglei Sun; Wenbin Song; Ying Wen 001; Kai Li 022; Jun Wang 012; Yang Yang 001 (ICC, 2021)

Learning in Nonzero-Sum Stochastic Games with Potentials. - David Henry Mguni; Yutong Wu 005; Yali Du 001; Yaodong Yang 001; Ziyi Wang 004; Minne Li; Ying Wen 001; Joel Jennings; Jun Wang 012 (ICML, 2021)

Modelling Behavioural Diversity for Learning in Open-Ended Games. - Nicolas Perez Nieves; Yaodong Yang 001; Oliver Slumbers; David Henry Mguni; Ying Wen 001; Jun Wang 012 (ICML, 2021)

Neural Auto-Curricula in Two-Player Zero-Sum Games. - Xidong Feng; Oliver Slumbers; Ziyu Wan; Bo Liu 039; Stephen McAleer; Ying Wen 001; Jun Wang 012; Yaodong Yang 001 (NeurIPS, 2021)

Towards Unifying Behavioral and Response Diversity for Open-ended Learning in Zero-sum Games. - Xiangyu Liu; Hangtian Jia; Ying Wen 001; Yujing Hu; Yingfeng Chen; Changjie Fan; Zhipeng Hu; Yaodong Yang 001 (NeurIPS, 2021)

Discovering Multi-Agent Auto-Curricula in Two-Player Zero-Sum Games. - Xidong Feng; Oliver Slumbers; Yaodong Yang 001; Ziyu Wan; Bo Liu 039; Stephen McAleer; Ying Wen 001; Jun Wang 012 (CoRR, 2021)

Unifying Behavioral and Response Diversity for Open-ended Learning in Zero-sum Games. - Xiangyu Liu; Hangtian Jia; Ying Wen 001; Yaodong Yang 001; Yujing Hu; Yingfeng Chen; Changjie Fan; Zhipeng Hu (CoRR, 2021)

MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning. - Ming Zhou 006; Ziyu Wan; Hanjing Wang; Muning Wen; Runzhe Wu; Ying Wen 001; Yaodong Yang 001; Weinan Zhang 001; Jun Wang 012 (CoRR, 2021)

Offline Pre-trained Multi-Agent Decision Transformer: One Big Sequence Model Tackles All SMAC Tasks. - Linghui Meng 001; Muning Wen; Yaodong Yang 001; Chenyang Le; Xiyun Li; Weinan Zhang 001; Ying Wen 001; Haifeng Zhang 002; Jun Wang 012; Bo Xu 002 (CoRR, 2021)

Cross-Utterance Conditioned VAE for Non-Autoregressive Text-to-Speech. - Yang Li 116; Cheng Yu; Guangzhi Sun; Hua Jiang; Fanglei Sun; Weiqin Zu; Ying Wen 001; Yang Yang 001; Jun Wang 012 (ACL (1), 2022)

A Game-Theoretic Approach to Multi-agent Trust Region Optimization. - Ying Wen 001; Hui Chen; Yaodong Yang 001; Minne Li; Zheng Tian 002; Xu Chen 017; Jun Wang 012 (DAI, 2022)

Trust Region Policy Optimisation in Multi-Agent Reinforcement Learning. - Jakub Grudzien Kuba; Ruiqing Chen; Muning Wen; Ying Wen 001; Fanglei Sun; Jun Wang 012; Yaodong Yang 001 (ICLR, 2022)

Greedy when Sure and Conservative when Uncertain about the Opponents. - Haobo Fu; Ye Tian; Hongxiang Yu; Weiming Liu 004; Shuang Wu; Jiechao Xiong; Ying Wen 001; Kai Li 022; Junliang Xing; Qiang Fu 016; Wei Yang 032 (ICML, 2022)

Multi-Agent Reinforcement Learning is a Sequence Modeling Problem. - Muning Wen; Jakub Grudzien Kuba; Runji Lin; Weinan Zhang 001; Ying Wen 001; Jun Wang 012; Yaodong Yang 001 (NeurIPS, 2022)

Efficient Policy Space Response Oracles. - Ming Zhou 006; Jingxiao Chen; Ying Wen 001; Weinan Zhang 001; Yaodong Yang 001; Yong Yu 001 (CoRR, 2022)

DeepShovel: An Online Collaborative Platform for Data Extraction in Geoscience Literature with AI Assistance. - Shao Zhang; Yuting Jia; Hui Xu 011; Ying Wen 001; Dakuo Wang; Xinbing Wang (CoRR, 2022)

KnowledgeShovel: An AI-in-the-Loop Document Annotation System for Scientific Knowledge Base Construction. - Shao Zhang; Yuting Jia; Hui Xu 011; Dakuo Wang; Toby Jia-Jun Li; Ying Wen 001; Xinbing Wang; Chenghu Zhou (CoRR, 2022)

On Realization of Intelligent Decision-Making in the Real World: A Foundation Decision Model Perspective. - Ying Wen 001; Ziyu Wan; Ming Zhou 006; Shufang Hou; Zhe Cao; Chenyang Le; Jingxiao Chen; Zheng Tian 002; Weinan Zhang 001; Jun Wang 012 (CoRR, 2022)

Investigating the geometric structure of neural activation spaces with convex hull approximations. - Yuting Jia; Shao Zhang; Haiwen Wang; Ying Wen 001; Luoyi Fu; Huan Long; Xinbing Wang; Chenghu Zhou (Neurocomputing, 2022)

Multi-Agent Feedback Enabled Neural Networks for Intelligent Communications. - Fanglei Sun; Yang Li 116; Ying Wen 001; Jingchen Hu; Jun Wang 012; Yang Yang 001; Kai Li 022 (IEEE Trans. Wirel. Commun., 2022)

DCAC: Reducing Unnecessary Conservatism in Offline-to-online Reinforcement Learning. - Dongxiang Chen; Ying Wen 001 (DAI, 2023)

Adaptive Control Strategy for Quadruped Robots in Actuator Degradation Scenarios. - Xinyuan Wu; Wentao Dong; Hang Lai; Yong Yu 001; Ying Wen 001 (DAI, 2023)

Order Matters: Agent-by-agent Policy Optimization. - Xihuai Wang; Zheng Tian 002; Ziyu Wan; Ying Wen 001; Jun Wang 012; Weinan Zhang 001 (ICLR, 2023)

Cooperative Open-ended Learning Framework for Zero-Shot Coordination. - Yang Li 116; Shao Zhang; Jichen Sun; Yali Du 001; Ying Wen 001; Xinbing Wang; Wei Pan 004 (ICML, 2023)

GEAR: A GPU-Centric Experience Replay System for Large Reinforcement Learning Models. - Hanjing Wang; Man-Kit Sit; Congjie He; Ying Wen 001; Weinan Zhang 001; Jun Wang 012; Yaodong Yang 001; Luo Mai (ICML, 2023)

Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training. - Xidong Feng; Ziyu Wan; Muning Wen; Ying Wen 001; Weinan Zhang 001; Jun Wang 012 (CoRR, 2023)

Quantifying Zero-shot Coordination Capability with Behavior Preferring Partners. - Xihuai Wang; Shao Zhang; Wenhao Zhang; Wentao Dong; Jingxiao Chen; Ying Wen 001; Weinan Zhang 001 (CoRR, 2023)

Controlling Large Language Model-based Agents for Large-Scale Decision-Making: An Actor-Critic Approach. - Bin Zhang 052; Hangyu Mao; Jingqing Ruan; Ying Wen 001; Yang Li 116; Shao Zhang; Zhiwei Xu 005; Dapeng Li 001; Ziyue Li 002; Rui Zhao 001; Lijuan Li 002; Guoliang Fan (CoRR, 2023)

MALib: A Parallel Framework for Population-based Multi-agent Reinforcement Learning. - Ming Zhou 006; Ziyu Wan; Hanjing Wang; Muning Wen; Runzhe Wu; Ying Wen 001; Yaodong Yang 001; Yong Yu 001; Jun Wang 012; Weinan Zhang 001 (J. Mach. Learn. Res., 2023)

Offline Pre-trained Multi-agent Decision Transformer. - Linghui Meng 001; Muning Wen; Chenyang Le; Xiyun Li; Dengpeng Xing; Weinan Zhang 001; Ying Wen 001; Haifeng Zhang 002; Jun Wang 012; Yaodong Yang 001; Bo Xu 002 (Mach. Intell. Res., 2023)

Large sequence models for sequential decision-making: a survey. - Muning Wen; Runji Lin; Hanjing Wang; Yaodong Yang 001; Ying Wen 001; Luo Mai; Jun Wang 012; Hai-Feng Zhang 002; Weinan Zhang 001 (Frontiers Comput. Sci., 2023)

DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning. - Siyuan Guo; Cheng Deng; Ying Wen 001; Hechang Chen; Yi Chang 001; Jun Wang 012 (ICML, 2024)

AlphaZero-Like Tree-Search can Guide Large Language Model Decoding and Training. - Ziyu Wan; Xidong Feng; Muning Wen; Stephen Marcus McAleer; Ying Wen 001; Weinan Zhang 001; Jun Wang 012 (ICML, 2024)

Aligning Individual and Collective Objectives in Multi-Agent Cooperation. - Yang Li 116; Wenhao Zhang; Jianhong Wang; Shao Zhang; Yali Du 001; Ying Wen 001; Wei Pan 004 (NeurIPS, 2024)

ZSC-Eval: An Evaluation Toolkit and Benchmark for Multi-agent Zero-shot Coordination. - Xihuai Wang; Shao Zhang; Wenhao Zhang; Wentao Dong; Jingxiao Chen; Ying Wen 001; Weinan Zhang 001 (NeurIPS, 2024)

Reinforcing LLM Agents via Policy Optimization with Action Decomposition. - Muning Wen; Ziyu Wan; Jun Wang 012; Weinan Zhang 001; Ying Wen 001 (NeurIPS, 2024)

TRAD: Enhancing LLM Agents with Step-Wise Thought Retrieval and Aligned Decision. - Ruiwen Zhou; Yingxuan Yang; Muning Wen; Ying Wen 001; Wenhao Wang; Chunling Xi; Guoqiang Xu; Yong Yu 001; Weinan Zhang 001 (SIGIR, 2024)

Entropy-Regularized Token-Level Policy Optimization for Large Language Models. - Muning Wen; Cheng Deng; Jun Wang 012; Weinan Zhang 001; Ying Wen 001 (CoRR, 2024)

Natural Language Reinforcement Learning. - Xidong Feng; Ziyu Wan; Mengyue Yang; Ziyan Wang; Girish A. Koushik; Yali Du 001; Ying Wen 001; Jun Wang 012 (CoRR, 2024)

Leveraging Team Correlation for Approximating Equilibrium in Two-Team Zero-Sum Games. - Naming Liu; Mingzhi Wang; Youzhi Zhang 001; Yaodong Yang 001; Bo An 001; Ying Wen 001 (CoRR, 2024)

Offline Fictitious Self-Play for Competitive Games. - Jingxiao Chen; Weiji Xie; Weinan Zhang 001; Yong Yu 001; Ying Wen 001 (CoRR, 2024)

AceMap: Knowledge Discovery through Academic Graph. - Xinbing Wang; Luoyi Fu; Xiaoying Gan; Ying Wen 001; Guanjie Zheng; Jiaxin Ding 001; Liyao Xiang; Nanyang Ye 001; Meng Jin 002; Shiyu Liang; Bin Lu 005; Haiwen Wang; et al. (CoRR, 2024)

Reinforcing Language Agents via Policy Optimization with Action Decomposition. - Muning Wen; Ziyu Wan; Weinan Zhang 001; Jun Wang 012; Ying Wen 001 (CoRR, 2024)

Efficient Preference-based Reinforcement Learning via Aligned Experience Estimation. - Fengshuo Bai; Rui Zhao 001; Hongming Zhang 003; Sijia Cui; Ying Wen 001; Yaodong Yang 001; Bo Xu 002; Lei Han (CoRR, 2024)

Efficient Model-agnostic Alignment via Bayesian Persuasion. - Fengshuo Bai; Mingzhi Wang; Zhaowei Zhang; Boyuan Chen 008; Yinda Xu; Ying Wen 001; Yaodong Yang 001 (CoRR, 2024)

Fusion-PSRO: Nash Policy Fusion for Policy Space Response Oracles. - Jiesong Lian; Yucong Huang; Mingzhi Wang; Chengdong Ma; Yixue Hao; Ying Wen 001; Yaodong Yang 001 (CoRR, 2024)

HOLA-Drone: Hypergraphic Open-ended Learning for Zero-Shot Multi-Drone Cooperative Pursuit. - Yang Li 116; Dengyu Zhang; Junfan Chen; Ying Wen 001; Qingrui Zhang; Shaoshuai Mou; Wei Pan 004 (CoRR, 2024)

Mutual Theory of Mind in Human-AI Collaboration: An Empirical Study with LLM-driven AI Agents in a Real-time Shared Workspace Task. - Shao Zhang; Xihuai Wang; Wenhao Zhang; Yongshan Chen; Landi Gao; Dakuo Wang; Weinan Zhang 001; Xinbing Wang; Ying Wen 001 (CoRR, 2024)

Computing Ex Ante Equilibrium in Heterogeneous Zero-Sum Team Games. - Naming Liu; Mingzhi Wang; Xihuai Wang; Weinan Zhang 001; Yaodong Yang 001; Youzhi Zhang 001; Bo An 001; Ying Wen 001 (CoRR, 2024)

OpenR: An Open Source Framework for Advanced Reasoning with Large Language Models. - Jun Wang 012; Meng Fang; Ziyu Wan; Muning Wen; Jiachen Zhu 001; Anjie Liu; Ziqin Gong; Yan Song 003; Lei Chen 002; Lionel M. Ni; Linyi Yang; Ying Wen 001; et al. (CoRR, 2024)

Conflux-PSRO: Effectively Leveraging Collective Advantages in Policy Space Response Oracles. - Yucong Huang; Jiesong Lian; Mingzhi Wang; Chengdong Ma; Ying Wen 001 (CoRR, 2024)

Natural Language Reinforcement Learning. - Xidong Feng; Ziyu Wan; Haotian Fu; Bo Liu 039; Mengyue Yang; Girish A. Koushik; Zhiyuan Hu; Ying Wen 001; Jun Wang 012 (CoRR, 2024)

Tackling Cooperative Incompatibility for Zero-Shot Human-AI Coordination. - Yang Li 116; Shao Zhang; Jichen Sun; Wenhao Zhang; Yali Du 001; Ying Wen 001; Xinbing Wang; Wei Pan 004 (J. Artif. Intell. Res., 2024)

Cross-Utterance Conditioned VAE for Speech Generation. - Yang Li 116; Cheng Yu; Guangzhi Sun; Weiqin Zu; Zheng Tian 002; Ying Wen 001; Wei Pan 004; Chao Zhang 031; Jun Wang 012; Yang Yang 001; Fanglei Sun (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

Self-Supervised MAFENN for Classifying Low-Labeled Distorted Images Over Mobile Fading Channels. - Yang Li 116; Fanglei Sun; Jingchen Hu; Chang Liu; Fan Wu 006; Kai Li 022; Ying Wen 001; Zheng Tian 002; Yaodong Yang 001; Jiangcheng Zhu; Zhifeng Chen; Jun Wang 012; et al. (IEEE Trans. Mob. Comput., 2024)

RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors. - Fengshuo Bai; Runze Liu 002; Yali Du 001; Ying Wen 001; Yaodong Yang 001 (AAAI, 2025)

Retrieval-Augmented Process Reward Model for Generalizable Mathematical Reasoning. - Jiachen Zhu 001; Congmin Zheng; Jianghao Lin; Kounianhua Du; Ying Wen 001; Yong Yu 001; Jun Wang 012; Weinan Zhang 001 (ACL (Findings), 2025)

Leveraging Dual Process Theory in Language Agent Framework for Real-time Simultaneous Human-AI Collaboration. - Shao Zhang; Xihuai Wang; Wenhao Zhang; Chaoran Li; Junru Song; Tingyu Li; Lin Qiu; Xuezhi Cao; Xunliang Cai; Wen Yao; Weinan Zhang 001; Xinbing Wang; et al. (ACL (1), 2025)

Accelerating Multi‑turn LLM Agent Workflows via Context Templating and Opportunistic Prefill. - Hanjing Wang; Ying Wen 001; Weinan Zhang 001 (ICIC (13), 2025)

PMAT: Optimizing Action Generation Order in Multi-Agent Reinforcement Learning. - Kun Hu; Muning Wen; Xihuai Wang; Shao Zhang; Yiwei Shi; Minne Li; Minglong Li; Ying Wen 001 (AAMAS, 2025)

Unlocking the Potential of Decentralized LLM-based MAS: Privacy Preservation and Monetization in Collective Intelligence. - Yingxuan Yang; Qiuying Peng; Jun Wang 012; Ying Wen 001; Weinan Zhang 001 (AAMAS, 2025)

Language Games as the Pathway to Artificial Superhuman Intelligence. - Ying Wen 001; Ziyu Wan; Shao Zhang (CoRR, 2025)

RHINO: Learning Real-Time Humanoid-Human-Object Interaction from Human Demonstrations. - Jingxiao Chen; Xinyao Li; Jiahang Cao; Zhengbang Zhu; Wentao Dong; Minghuan Liu; Ying Wen 001; Yong Yu 001; Liqing Zhang; Weinan Zhang 001 (CoRR, 2025)

ThinkBench: Dynamic Out-of-Distribution Evaluation for Robust LLM Reasoning. - Shulin Huang; Linyi Yang; Yan Song 003; Shuang Chen; Leyang Cui; Ziyu Wan; Qingcheng Zeng; Ying Wen 001; Kun Shao; Weinan Zhang 001; Jun Wang 012; Yue Zhang 004 (CoRR, 2025)

Retrieval Dexterity: Efficient Object Retrieval in Clutters with Dexterous Hand. - Fengshuo Bai; Yu Li; Jie Chu; Tawei Chou; Runchuan Zhu; Ying Wen 001; Yaodong Yang 001; Yuanpei Chen (CoRR, 2025)

ReMA: Learning to Meta-think for LLMs with Multi-Agent Reinforcement Learning. - Ziyu Wan; Yunxiang Li; Yan Song 003; Hanjing Wang; Linyi Yang; Mark Schmidt 001; Jun Wang 012; Weinan Zhang 001; Shuyue Hu; Ying Wen 001 (CoRR, 2025)

A Survey of AI Agent Protocols. - Yingxuan Yang; Huacan Chai; Yuanyi Song; Siyuan Qi; Muning Wen; Ning Li 029; Junwei Liao; Haoyi Hu; Jianghao Lin; Gaowei Chang; Weiwen Liu; Ying Wen 001; et al. (CoRR, 2025)

Agent Exchange: Shaping the Future of AI Agent Economics. - Yingxuan Yang; Ying Wen 001; Jun Wang 012; Weinan Zhang 001 (CoRR, 2025)

Agentic Web: Weaving the Next Web with AI Agents. - Yingxuan Yang; Mulei Ma; Yuxuan Huang; Huacan Chai; Chenyu Gong; Haoran Geng; Yuanjian Zhou; Ying Wen 001; Meng Fang; Muhao Chen 001; Shangding Gu; Ming Jin 002; et al. (CoRR, 2025)