Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition. - Shunyu Liu 001; Yihe Zhou; Jie Song 011; Tongya Zheng; Kaixuan Chen 004; Tongtian Zhu; Zunlei Feng; Mingli Song (AAAI, 2023)

Is Centralized Training with Decentralized Execution Framework Centralized Enough for MARL? - Yihe Zhou; Shunyu Liu 001; Yunpeng Qing; Kaixuan Chen 004; Tongya Zheng; Yanhao Huang; Jie Song 011; Mingli Song (CoRR, 2023)

Temporal Prototype-Aware Learning for Active Voltage Control on Power Distribution Networks. - Feiyang Xu; Shunyu Liu 001; Yunpeng Qing; Yihe Zhou; Yuwen Wang; Mingli Song (KDD, 2024)

A2PO: Towards Effective Offline Reinforcement Learning from an Advantage-aware Perspective. - Yunpeng Qing; Shunyu Liu 001; Jingyuan Cong; Kaixuan Chen 004; Yihe Zhou; Mingli Song (NeurIPS, 2024)

Advantage-Aware Policy Optimization for Offline Reinforcement Learning. - Yunpeng Qing; Shunyu Liu 001; Jingyuan Cong; Kaixuan Chen 004; Yihe Zhou; Mingli Song (CoRR, 2024)

Interaction Pattern Disentangling for Multi-Agent Reinforcement Learning. - Shunyu Liu 001; Jie Song 011; Yihe Zhou; Na Yu; Kaixuan Chen 004; Zunlei Feng; Mingli Song (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Cooperative Policy Agreement: Learning Diverse Policy for Offline MARL. - Yihe Zhou; Yuxuan Zheng; Yue Hu; Kaixuan Chen 004; Tongya Zheng; Jie Song 011; Mingli Song; Shunyu Liu 001 (AAAI, 2025)

From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks. - Jie Yang; Yuwen Wang; Kaixuan Chen 004; Tongya Zheng; Yihe Zhou; Zhenbang Xiao; Ji Cao 001; Mingli Song; Shunyu Liu 001 (ICLR, 2025)

CADP: Towards Better Centralized Learning for Decentralized Execution in MARL. - Yihe Zhou; Shunyu Liu 001; Yunpeng Qing; Tongya Zheng; Kaixuan Chen 004; Jie Song 011; Mingli Song (AAMAS, 2025)

Powerformer: A Section-adaptive Transformer for Power Flow Adjustment. - Kaixuan Chen 004; Wei Luo; Shunyu Liu 001; Yaoquan Wei; Yihe Zhou; Yunpeng Qing; Quan Zhang; Yong Wang; Jie Song 011; Mingli Song (KDD (1), 2025)

A Survey on Backdoor Threats in Large Language Models (LLMs): Attacks, Defenses, and Evaluations. - Yihe Zhou; Tao Ni 003; Wei-Bin Lee; Qingchuan Zhao (CoRR, 2025)

Bi-level Mean Field: Dynamic Grouping for Large-Scale MARL. - Yuxuan Zheng; Yihe Zhou; Feiyang Xu; Mingli Song; Shunyu Liu 001 (CoRR, 2025)