An Optimal Online Method of Selecting Source Policies for Reinforcement Learning. - Siyuan Li 003; Chongjie Zhang (AAAI, 2018)

Context-Aware Policy Reuse. - Siyuan Li 003; Fangda Gu; Guangxiang Zhu; Chongjie Zhang (AAMAS, 2019)

Hierarchical Reinforcement Learning with Advantage-Based Auxiliary Rewards. - Siyuan Li 003; Rui Wang; Minxue Tang; Chongjie Zhang (NeurIPS, 2019)

Learning Subgoal Representations with Slow Dynamics. - Siyuan Li 003; Lulu Zheng; Jianhao Wang; Chongjie Zhang (ICLR, 2021)

Offline Reinforcement Learning with Reverse Model-based Imagination. - Jianhao Wang; Wenzhe Li; Haozhe Jiang; Guangxiang Zhu; Siyuan Li 003; Chongjie Zhang (NeurIPS, 2021)

Efficient Hierarchical Exploration with Stable Subgoal Representation Learning. - Siyuan Li 003; Jin Zhang 016; Jianhao Wang; Chongjie Zhang (CoRR, 2021)

MetaTrader: An Reinforcement Learning Approach Integrating Diverse Policies for Portfolio Optimization. - Hui Niu; Siyuan Li 003; Jian Li (CIKM, 2022)

Active Hierarchical Exploration with Stable Subgoal Representation Learning. - Siyuan Li 003; Jin Zhang 016; Jianhao Wang; Yang Yu 001; Chongjie Zhang (ICLR, 2022)

CUP: Critic-Guided Policy Reuse. - Jin Zhang 016; Siyuan Li 003; Chongjie Zhang (NeurIPS, 2022)

IDRL: Identifying Identities in Multi-Agent Reinforcement Learning with Ambiguous Identities. - Shijie Han; Peng Liu 008; Siyuan Li 003 (CoRR, 2022)

Flow to Control: Offline Reinforcement Learning with Lossless Primitive Discovery. - Yiqin Yang; Hao Hu 006; Wenzhe Li; Siyuan Li 003; Jun Yang 028; Qianchuan Zhao; Chongjie Zhang (AAAI, 2023)

Behavior Contrastive Learning for Unsupervised Skill Discovery. - Rushuai Yang; Chenjia Bai; Hongyi Guo; Siyuan Li 003; Bin Zhao 001; Zhen Wang 004; Peng Liu 008; Xuelong Li 001 (ICML, 2023)

Learning to Solve Tasks with Exploring Prior Behaviours. - Ruiqi Zhu; Siyuan Li 003; Tianhong Dai; Chongjie Zhang; Oya Çeliktutan (IROS, 2023)

Classifying ambiguous identities in hidden-role Stochastic games with multi-agent reinforcement learning. - Shijie Han; Siyuan Li 003; Bo An 001; Wei Zhao 008; Peng Liu 008 (Auton. Agents Multi Agent Syst., 2023)

Robust Visual Imitation Learning with Inverse Dynamics Representations. - Siyuan Li 003; Xun Wang; Rongchang Zuo; Kewu Sun; Lingfei Cui; Jishiyu Ding; Peng Liu 008; Zhe Ma (AAAI, 2024)

MacMic: Executing Iceberg Orders via Hierarchical Reinforcement Learning. - Hui Niu; Siyuan Li 003; Jian Li (IJCAI, 2024)

IMM: An Imitative Reinforcement Learning Approach with Predictive Representation Learning for Automatic Market Making. - Hui Niu; Siyuan Li 003; Jiahao Zheng 002; Zhouchi Lin; Bo An 001; Jian Li; Jian Guo (IJCAI, 2024)

Auxiliary Reward Generation with Transition Distance Representation Learning. - Siyuan Li 003; Shijie Han; Yingnan Zhao 002; By Liang; Peng Liu 008 (CoRR, 2024)

An Imitative Reinforcement Learning Framework for Autonomous Dogfight. - Siyuan Li 003; Rongchang Zuo; Peng Liu 008; Yingnan Zhao 002 (CoRR, 2024)

IOB: integrating optimization transfer and behavior transfer for multi-policy reuse. - Siyuan Li 003; Hao Li; Jin Zhang 016; Zhen Wang 004; Peng Liu 008; Chongjie Zhang (Auton. Agents Multi Agent Syst., 2024)

A multi-agent learning framework for mixed-integer linear programming. - Yuchen Jing; Binyan Liang; Siyuan Li 003; Feifan Liu; Wei Zhao 008; Peng Liu 008 (INFOR Inf. Syst. Oper. Res., 2024)

Safe Planner: Empowering Safety Awareness in Large Pre-Trained Models for Robot Task Planning. - Siyuan Li 003; Feifan Liu; Lingfei Cui; Jiani Lu; Qinqin Xiao; Xirui Yang; Peng Liu 008; Kewu Sun; Zhe Ma; Xun Wang (AAAI, 2025)

SkillTree: Explainable Skill-Based Deep Reinforcement Learning for Long-Horizon Control Tasks. - Yongyan Wen; Siyuan Li 003; Rongchang Zuo; Lei Yuan; Hangyu Mao; Peng Liu 008 (AAAI, 2025)

Auxiliary Reward Generation With Transition Distance Representation Learning. - Siyuan Li 003; Shijie Han; Yingnan Zhao 002; Yiqin Yang; Qianchuan Zhao; Peng Liu 008 (IEEE Trans Autom. Sci. Eng., 2025)

Skywork Open Reasoner 1 Technical Report. - Jujie He; Jiacai Liu; Chris Yuhao Liu; Rui Yan; Chaojie Wang 001; Peng Cheng; Xiaoyu Zhang; Fuxiang Zhang; Jiacheng Xu; Wei Shen; Siyuan Li 003; Liang Zeng; et al. (CoRR, 2025)

Toward Automatic Market Making: An Imitative Reinforcement Learning Approach With Predictive Representation Learning. - Siyuan Li 003; Yafei Chen; Hui Niu; Jiahao Zheng 002; Zhouchi Lin; Jian Li; Jian Guo; Zhen Wang 004 (IEEE Trans. Emerg. Top. Comput. Intell., 2025)

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving. - Zhihao Zhang; Siyuan Li 003; Chenxi Li; Feifan Liu; Mengjing Chen; Kai Li 022; Tao Zhong; Bo An 001; Peng Liu 008 (CoRR, 2025)

Collab-Solver: Collaborative Solving Policy Learning for Mixed-Integer Linear Programming. - Siyuan Li 003; Yifan Yu; Yanchen Deng; Zhihao Zhang; Mengjing Chen; Fangzhou Zhu; Tao Zhong 004; Jianye Hao; Peng Liu 008; Bo An 001 (CoRR, 2025)