Jifeng Hu, Yanchao Sun, Sili Huang, SiYuan Guo, Hechang Chen, Li Shen, Lichao Sun, Yi Chang, Dacheng Tao, Instructed Diffuser with Temporal Condition Guidance for Offline Reinforcement Learning[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI，中科院一区，IF：18.6), 2026.
Jifeng Hu, Sili Huang, Zhejian Yang, Shengchao Hu, Li Shen, Hechang Chen, Lichao Sun, Yi Chang, Dacheng Tao, Analytic Energy-Guided Policy Optimization for Offline Reinforcement Learning[C]. NeurIPS (CCF-A), 2025.
Jifeng Hu, Sili Huang, Li Shen, Zhejian Yang, Shengchao Hu, Shisong Tang, Hechang Chen, Lichao Sun, Yi Chang, Dacheng Tao, Tackling Continual Offline RL through Selective Weights Activation on Aligned Spaces[C]. NeurIPS (CCF-A), 2025.
Jifeng Hu, Yanchao Sun, Hechang Chen, Sili Huang, Haiyin Piao, Yi Chang, Lichao Sun, Distributional Reward Estimation for Effective Multi-Agent Deep Reinforcement Learning[C]. NeurIPS (CCF-A), 2022.
Jifeng Hu, Li Shen, Sili Huang, Zhejian Yang, Hechang Chen, Lichao Sun, Yi Chang, Dacheng Tao. Continual Diffuser (CoD): Mastering Continual Offline Reinforcement Learning with Experience Rehearsal[J]. IEEE Transactions on Neural Networks and Learning Systems (TNNLS , 中科院一区, IF:8.9), 2025.
Sili Huang, Jifeng Hu, Hechang Chen, Lichao Sun, Bo Yang. In-context decision transformer: Reinforcement learning via hierarchical chain-of-thought[C]. ICML (CCF-A), 2024.
Sili Huang, Jifeng Hu, Zhejian Yang, Liwei Yang, Tao Luo, Hechang Chen, Lichao Sun, Bo Yang. Decision mamba: Reinforcement learning via hybrid selective sequence modeling[C]. NeurIPS (CCF-A), 2024.
Sili Huang, Jifeng Hu, Hechang Chen, Peng Cui, Haiyin Piao, Lichao Sun, Bo Yang. Generalizable causal reinforcement learning for out-of-distribution environments[J]. IEEE Transactions on Industrial Informatics (TII , 中科院一 区, IF:9.9), 2025.
Siyuan Guo, Yanchao Sun, Jifeng Hu, Sili Huang, Hechang Chen, Haiyin Piao, Lichao Sun, Yi Chang. A simple unified uncertainty-guided framework for offline-to-online reinforcement learning[J]. IEEE Transactions on Neural Networks and Learning Systems (TNNLS , 中科院一区, IF:8.9), 2025.
Sili Huang, Yanchao Sun, Jifeng Hu, Siyuan Guo, Hechang Chen, Yi Chang, Lichao Sun, Bo Yang. Learning generalizable agents via saliency-guided features decorrelation[C]. NeurIPS (CCF-A), 2023.
