Design of a Low-Power Cold Chain Logistics Internet of Things System. - Heshuai Shao; Ronglin Hu; Chengdong Ma (EIDWT, 2018)

Scalable Model-based Policy Optimization for Decentralized Networked Systems. - Yali Du 001; Chengdong Ma; Yuchen Liu; Runji Lin; Hao Dong 003; Jun Wang 012; Yaodong Yang 001 (IROS, 2022)

Fully Decentralized Model-based Policy Optimization for Networked Systems. - Yali Du 001; Chengdong Ma; Yuchen Liu; Runji Lin; Hao Dong 003; Jun Wang 012; Yaodong Yang 001 (CoRR, 2022)

Confrontation and Obstacle-Avoidance of Unmanned Vehicles Based on Progressive Reinforcement Learning. - Chengdong Ma; Jianan Liu; Saichao He; Wenjing Hong; Jia Shi 007 (IEEE Access, 2023)

Red Teaming Game: A Game-Theoretic Framework for Red Teaming Language Models. - Chengdong Ma; Ziran Yang; Minquan Gao; Hai Ci; Jun Gao; Xuehai Pan; Yaodong Yang 001 (CoRR, 2023)

Panacea: Pareto Alignment via Preference Adaptation for LLMs. - Yifan Zhong; Chengdong Ma; Xiaoyuan Zhang; Ziran Yang; Haojun Chen; Qingfu Zhang 001; Siyuan Qi; Yaodong Yang 001 (NeurIPS, 2024)

Incentive Compatibility for AI Alignment in Sociotechnical Systems: Positions and Prospects. - Zhaowei Zhang; Fengshuo Bai; Mingzhi Wang; Haoyang Ye; Chengdong Ma; 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)

A Survey on Self-play Methods in Reinforcement Learning. - Ruize Zhang 001; Zelai Xu; Chengdong Ma; Chao Yu 005; Wei-Wei Tu; Shiyu Huang 001; Deheng Ye; Wenbo Ding 001; Yaodong Yang 001; Yu Wang 002 (CoRR, 2024)

Magnetic Preference Optimization: Achieving Last-iterate Convergence for Language Models Alignment. - Mingzhi Wang; Chengdong Ma; Qizhi Chen; Linjian Meng; Yang Han; Jiancong Xiao; Zhaowei Zhang; Jing Huo; Weijie J. Su; Yaodong Yang 001 (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)

Sample-Efficient Regret-Minimizing Double Oracle in Extensive-Form Games. - Xiaohang Tang; Chiyuan Wang; Chengdong Ma; Ilija Bogunovic; Stephen McAleer; Yaodong Yang 001 (CoRR, 2024)

Towards Efficient Collaboration via Graph Modeling in Reinforcement Learning. - Wenzhe Fan; Zishun Yu; Chengdong Ma; Changye Li 003; Yaodong Yang 001; Xinhua Zhang (AAAI, 2025)

Roadmap on Incentive Compatibility for AI Alignment and Governance in Sociotechnical Systems. - Zhaowei Zhang; Fengshuo Bai; Mingzhi Wang; Haoyang Ye; Chengdong Ma; Yaodong Yang 001 (AGI (2), 2025)

Magnetic Preference Optimization: Achieving Last-iterate Convergence for Language Model Alignment. - Mingzhi Wang; Chengdong Ma; Qizhi Chen; Linjian Meng; Yang Han; Jiancong Xiao; Zhaowei Zhang; Jing Huo; Weijie J. Su; Yaodong Yang 001 (ICLR, 2025)

Amulet: ReAlignment During Test Time for Personalized Preference Adaptation of LLMs. - Zhaowei Zhang; Fengshuo Bai; Qizhi Chen; Chengdong Ma; Mingzhi Wang; Haoran Sun; Zilong Zheng; Yaodong Yang 001 (ICLR, 2025)

Mean Field Correlated Imitation Learning. - Zhiyu Zhao; Chengdong Ma; Qirui Mi; Ning Yang 005; Xue Yan; Mengyue Yang; Haifeng Zhang; Jun Wang 012; Yaodong Yang 001 (AAMAS, 2025)

Fast Visuomotor Policies via Partial Denoising. - Haojun Chen; Minghao Liu; Xiaojian Ma 001; Zailin Ma; Huimin Wu; Chengdong Ma; Yuanpei Chen; Yifan Zhong; Mingzhi Wang; Qing Li 003; Yaodong Yang 001 (CoRR, 2025)

EconGym: A Scalable AI Testbed with Diverse Economic Tasks. - Qirui Mi; Qipeng Yang; Zijun Fan; Wentian Fan; Heyang Ma; Chengdong Ma; Siyu Xia; Bo An 001; Jun Wang; Haifeng Zhang (CoRR, 2025)

Goal Discovery with Causal Capacity for Efficient Reinforcement Learning. - Yan Yu; Yaodong Yang 001; Zhengbo Lu; Chengdong Ma; Wengang Zhou 001; Houqiang Li (CoRR, 2025)