Exploration via Hindsight Goal Generation. - Zhizhou Ren; Kefan Dong; Yuan Zhou 007; Qiang Liu 001; Jian Peng 001 (NeurIPS, 2019)

Object-Oriented Dynamics Learning through Multi-Level Abstraction. - Guangxiang Zhu; Jianhao Wang; Zhizhou Ren; Chongjie Zhang (CoRR, 2019)

Object-Oriented Dynamics Learning through Multi-Level Abstraction. - Guangxiang Zhu; Jianhao Wang; Zhizhou Ren; Zichuan Lin; Chongjie Zhang (AAAI, 2020)

Towards Understanding Linear Value Decomposition in Cooperative Multi-Agent Q-Learning. - Jianhao Wang; Zhizhou Ren; Beining Han; Chongjie Zhang (CoRR, 2020)

QPLEX: Duplex Dueling Multi-Agent Q-Learning. - Jianhao Wang; Zhizhou Ren; Terry Liu; Yang Yu 001; Chongjie Zhang (ICLR, 2021)

Generalizable Episodic Memory for Deep Reinforcement Learning. - Hao Hu 006; Jianing Ye; Guangxiang Zhu; Zhizhou Ren; Chongjie Zhang (ICML, 2021)

On the Estimation Bias in Double Q-Learning. - Zhizhou Ren; Guangxiang Zhu; Hao Hu 006; Beining Han; Jianglun Chen; Chongjie Zhang (NeurIPS, 2021)

Towards Understanding Cooperative Multi-Agent Q-Learning with Value Factorization. - Jianhao Wang; Zhizhou Ren; Beining Han; Jianing Ye; Chongjie Zhang (NeurIPS, 2021)

Learning Long-Term Reward Redistribution via Randomized Return Decomposition. - Zhizhou Ren; Ruihan Guo; Yuan Zhou 007; Jian Peng 001 (ICLR, 2022)

Off-Policy Reinforcement Learning with Delayed Rewards. - Beining Han; Zhizhou Ren; Zuofan Wu; Yuan Zhou 007; Jian Peng 001 (ICML, 2022)

Proximal Exploration for Model-guided Protein Sequence Design. - Zhizhou Ren; Jiahan Li; Fan Ding; Yuan Zhou 007; Jianzhu Ma; Jian Peng 001 (ICML, 2022)

Self-Organized Polynomial-Time Coordination Graphs. - Qianlan Yang; Weijun Dong; Zhizhou Ren; Jianhao Wang; Tonghan Wang 001; Chongjie Zhang (ICML, 2022)

Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation. - Zhizhou Ren; Anji Liu; Yitao Liang; Jian Peng 001; Jianzhu Ma (NeurIPS, 2022)

Mid-Level Data Fusion Combined with the Fingerprint Region for Classification DON Levels Defect of Fusarium Head Blight Wheat. - Kun Liang; Jinpeng Song; Rui Yuan; Zhizhou Ren (Sensors, 2023)

Full-Atom Peptide Design based on Multi-modal Flow Matching. - Jiahan Li; Chaoran Cheng; Zuofan Wu; Ruihan Guo; Shitong Luo; Zhizhou Ren; Jian Peng 001; Jianzhu Ma (ICML, 2024)

Enhancing Protein Mutation Effect Prediction through a Retrieval-Augmented Framework. - Ruihan Guo; Rui Wang; Ruidong Wu; Zhizhou Ren; Jiahan Li; Shitong Luo; Zuofan Wu; Qiang Liu 001; Jian Peng 001; Jianzhu Ma (NeurIPS, 2024)

DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data. - Huajian Xin; Daya Guo; Zhihong Shao; Zhizhou Ren; Qihao Zhu; Bo Liu 039; Chong Ruan; Wenda Li; Xiaodan Liang (CoRR, 2024)

Bridging distribution gaps: invariant pattern discovery for dynamic graph learning. - Yucheng Jin; Maoyi Wang; Yun Xiong; Zhizhou Ren; Cuiying Huo; Feng Zhu; Jiawei Zhang; Guangzhong Wang; Haoran Chen (World Wide Web (WWW), 2024)