Space-Consistent Game Equivalence Detection in General Game Playing. - Haifeng Zhang 002; Dangyi Liu; Wenxin Li 005 (CGW/GIGA@IJCAI, 2015)

User Response Learning for Directly Optimizing Campaign Performance in Display Advertising. - Kan Ren; Weinan Zhang 001; Yifei Rong; Haifeng Zhang 002; Yong Yu 001; Jun Wang 012 (CIKM, 2016)

Botzone: a competitive and interactive platform for game AI education. - Haoyu Zhou; Yushan Zhou; Haifeng Zhang 002; Houjun Huang; Wenxin Li 005 (ACM TUR-C, 2017)

ICFVR 2017: 3rd international competition on finger vein recognition. - Yi Zhang; Houjun Huang; Haifeng Zhang 002; Liao Ni; Wei Xu; Nasir Uddin Ahmed; Md. Shakil Ahmed; Yilun Jin; Yingjie Chen; Jingxuan Wen; Wenxin Li 005 (IJCB, 2017)

Managing Risk of Bidding in Display Advertising. - Haifeng Zhang 002; Weinan Zhang 001; Yifei Rong; Kan Ren; Wenxin Li 005; Jun Wang 012 (WSDM, 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)

Learning to Design Games: Strategic Environments in Reinforcement Learning. - Haifeng Zhang 002; Jun Wang 012; Zhiming Zhou 001; Weinan Zhang 001; Yin Wen; Yong Yu 001; Wenxin Li 005 (IJCAI, 2018)

Botzone: an online multi-agent competitive platform for AI education. - Haoyu Zhou; Haifeng Zhang 002; Yushan Zhou; Xinchao Wang; Wenxin Li 005 (ITiCSE, 2018)

Teaching AI Algorithms with Games Including Mahjong and FightTheLandlord on the Botzone Online Platform. - Wenxin Li 005; Haoyu Zhou; Chris Wang; Haifeng Zhang 002; Xingxing Hong; Yushan Zhou; Qinjian Zhang (CompEd, 2019)

Layout Design for Intelligent Warehouse by Evolution With Fitness Approximation. - Haifeng Zhang 002; Zilong Guo; Weinan Zhang 001; Han Cai; Chris Wang; Yong Yu 001; Wenxin Li 005; Jun Wang 012 (IEEE Access, 2019)

Learn to Navigate: Cooperative Path Planning for Unmanned Surface Vehicles Using Deep Reinforcement Learning. - Xinyuan Zhou; Peng Wu 033; Haifeng Zhang 002; Weihong Guo 001; Yuanchang Liu (IEEE Access, 2019)

Signal Instructed Coordination in Team Competition. - Liheng Chen; Hongyi Guo; Haifeng Zhang 002; Fei Fang 001; Yaoming Zhu; Ming Zhou 006; Weinan Zhang 001; Qing Wang; Yong Yu 001 (CoRR, 2019)

Bi-Level Actor-Critic for Multi-Agent Coordination. - Haifeng Zhang 002; Weizhe Chen 001; Zeren Huang; Minne Li; Yaodong Yang 001; Weinan Zhang 001; Jun Wang 012 (AAAI, 2020)

Learning Correlated Communication Topology in Multi-Agent Reinforcement learning. - Yali Du 001; Bo Liu 039; Vincent Moens; Ziqi Liu; Zhicheng Ren; Jun Wang 012; Xu Chen 017; Haifeng Zhang 002 (AAMAS, 2021)

Signal Instructed Coordination in Cooperative Multi-agent Reinforcement Learning. - Liheng Chen; Hongyi Guo; Yali Du 001; Fei Fang 001; Haifeng Zhang 002; Weinan Zhang 001; Yong Yu 001 (DAI, 2021)

Joint Caching and Transmission in the Mobile Edge Network: An Multi-Agent Learning Approach. - Qirui Mi; Ning Yang 005; Haifeng Zhang 002; Haijun Zhang 001; Jun Wang 012 (GLOBECOM, 2021)

Estimating α-Rank from A Few Entries with Low Rank Matrix Completion. - Yali Du 001; Xue Yan; Xu Chen 017; Jun Wang 012; Haifeng Zhang 002 (ICML, 2021)

Settling the Variance of Multi-Agent Policy Gradients. - Jakub Grudzien Kuba; Muning Wen; Linghui Meng 001; Shangding Gu; Haifeng Zhang 002; David Mguni; Jun Wang 012; Yaodong Yang 001 (NeurIPS, 2021)

A Game-Theoretic Approach for Improving Generalization Ability of TSP Solvers. - Chenguang Wang 011; Yaodong Yang 001; Oliver Slumbers; Congying Han; Tiande Guo; Haifeng Zhang 002; 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)

Settling the Bias and Variance of Meta-Gradient Estimation for Meta-Reinforcement Learning. - Bo Liu 039; Xidong Feng; Haifeng Zhang 002; Jun Wang 012; Yaodong Yang 001 (CoRR, 2021)

Learning to Identify Top Elo Ratings: A Dueling Bandits Approach. - Xue Yan; Yali Du 001; Binxin Ru; Jun Wang 012; Haifeng Zhang 002; Xu Chen 017 (AAAI, 2022)

GCS: Graph-Based Coordination Strategy for Multi-Agent Reinforcement Learning. - Jingqing Ruan; Yali Du 001; Xuantang Xiong; Dengpeng Xing; Xiyun Li; Linghui Meng 001; Haifeng Zhang 002; Jun Wang 012; Bo Xu 002 (AAMAS, 2022)

A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning. - Bo Liu 039; Xidong Feng; Jie Ren; Luo Mai; Rui Zhu; Haifeng Zhang 002; Jun Wang 012; Yaodong Yang 001 (NeurIPS, 2022)

Joint Caching and Transmission in the Mobile Edge Network: A Multi-Agent Learning Approach. - Qirui Mi; Ning Yang 005; Haifeng Zhang 002; Haijun Zhang 001; Jun Wang 012 (CoRR, 2022)

Contextual Transformer for Offline Meta Reinforcement Learning. - Runji Lin; Ye Li 016; Xidong Feng; Zhaowei Zhang; Xian Hong Wu Fung; Haifeng Zhang 002; Jun Wang 012; Yali Du 001; Yaodong Yang 001 (CoRR, 2022)

An Efficient End-to-End Training Approach for Zero-Shot Human-AI Coordination. - Xue Yan; Jiaxian Guo; Xingzhou Lou; Jun Wang 012; Haifeng Zhang 002; Yali Du 001 (NeurIPS, 2023)

Ask more, know better: Reinforce-Learned Prompt Questions for Decision Making with Large Language Models. - Xue Yan; Yan Song 003; Xinyu Cui; Filippos Christianos; Haifeng Zhang 002; David Henry Mguni; Jun Wang 012 (CoRR, 2023)

Large Language Models Play StarCraft II: Benchmarks and A Chain of Summarization Approach. - Weiyu Ma; Qirui Mi; Xue Yan; Yuqiao Wu; Runji Lin; Haifeng Zhang 002; Jun Wang 012 (CoRR, 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)

TaxAI: A Dynamic Economic Simulator and Benchmark for Multi-agent Reinforcement Learning. - Qirui Mi; Siyu Xia; Yan Song 003; Haifeng Zhang 002; Shenghao Zhu; Jun Wang 012 (AAMAS, 2024)

Boosting Studies of Multi-Agent Reinforcement Learning on Google Research Football Environment: The Past, Present, and Future. - Yan Song 003; He Jiang; Haifeng Zhang 002; Zheng Tian 002; Weinan Zhang 001; Jun Wang 012 (AAMAS, 2024)

Large Language Models Play StarCraft II: Benchmarks and A Chain of Summarization Approach. - Weiyu Ma; Qirui Mi; Yongcheng Zeng; Xue Yan; Runji Lin; Yuqiao Wu; Jun Wang 012; Haifeng Zhang 002 (NeurIPS, 2024)

Learning State-Specific Action Masks for Reinforcement Learning. - Ziyi Wang 004; Xinran Li; Luoyang Sun; Haifeng Zhang 002; Hualin Liu; Jun Wang 012 (Algorithms, 2024)

Learning Macroeconomic Policies based on Microfoundations: A Stackelberg Mean Field Game Approach. - Qirui Mi; Zhiyu Zhao; Siyu Xia; Yan Song 003; Jun Wang 012; Haifeng Zhang 002 (CoRR, 2024)

Correlated Mean Field Imitation Learning. - Zhiyu Zhao; Ning Yang 005; Xue Yan; Haifeng Zhang 002; Jun Wang 012; Yaodong Yang 001 (CoRR, 2024)

Learning to Discuss Strategically: A Case Study on One Night Ultimate Werewolf. - Xuanfa Jin; Ziyan Wang; Yali Du 001; Meng Fang; Haifeng Zhang 002; Jun Wang 012 (CoRR, 2024)

Efficient Reinforcement Learning with Large Language Model Priors. - Xue Yan; Yan Song 003; Xidong Feng; Mengyue Yang; Haifeng Zhang 002; Haitham Bou-Ammar; Jun Wang 012 (CoRR, 2024)

A New Approach to Solving SMAC Task: Generating Decision Tree Code from Large Language Models. - Yue Deng; Weiyu Ma; Yuxin Fan; Yin Zhang; Haifeng Zhang 002; Jian Zhao (CoRR, 2024)

An Empirical Study on Google Research Football Multi-agent Scenarios. - Yan Song 003; He Jiang; Zheng Tian 002; Haifeng Zhang 002; Yingping Zhang; Jiangcheng Zhu; Zonghong Dai; Weinan Zhang 001; Jun Wang 012 (Mach. Intell. Res., 2024)

SpatialViz-Bench: Automatically Generated Spatial Visualization Reasoning Tasks for MLLMs. - Siting Wang; Luoyang Sun; Cheng Deng; Kun Shao; Minnan Pei; Zheng Tian 002; Haifeng Zhang 002; Jun Wang 012 (CoRR, 2025)