Exploring the Vulnerability of Deep Reinforcement Learning-based Emergency Control for Low Carbon Power Systems. - Xu Wan 001; Lanting Zeng; Mingyang Sun (IJCAI, 2022)

AdapSafe: Adaptive and Safe-Certified Deep Reinforcement Learning-Based Frequency Control for Carbon-Neutral Power Systems. - Xu Wan 001; Mingyang Sun; Boli Chen; Zhongda Chu; Fei Teng 005 (AAAI, 2023)

SAMG: State-Action-Aware Offline-to-Online Reinforcement Learning with Offline Model Guidance. - Liyu Zhang 008; Haochi Wu; Xu Wan 001; Quan Kong; Ruilong Deng; Mingyang Sun (CoRR, 2024)

SrSv: Integrating Sequential Rollouts with Sequential Value Estimation for Multi-agent Reinforcement Learning. - Xu Wan 001; Chao Yang; Cheng Yang; Jie Song; Mingyang Sun (AAAI, 2025)

Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making. - Xu Wan 001; Wenyue Xu; Chao Yang; Mingyang Sun (CoRR, 2025)

AdapThink: Adaptive Thinking Preferences for Reasoning Language Model. - Xu Wan 001; Wei Wang; Wenyue Xu; Wotao Yin; Jie Song; Mingyang Sun (CoRR, 2025)