ME-PATS: Mutually Enhancing Search-Based Planner and Learning-Based Agent for Tractor-Trailer Systems.

Zhizhou Ren Ke Fan Zhizhou Ren Ruihan Guo Jinpeng Zhang Zhuo Huang Yuan Zhou 0007 Zufeng Zhang ME-PATS: Mutually Enhancing Search-Based Planner and Learning-Based Agent for Tractor-Trailer Systems. 11940-11947 2025 ICRA https://doi.org/10.1109/ICRA55743.2025.11127954 conf/icra/2025 db/conf/icra/icra2025.html#FanRGZHZZ25 streams/conf/icra

Yucheng Jin Maoyi Wang Yun Xiong Zhizhou Ren Cuiying Huo Feng Zhu Jiawei Zhang Guangzhong Wang Haoran Chen Bridging distribution gaps: invariant pattern discovery for dynamic graph learning. 44 2024 July 27 World Wide Web (WWW) 4 https://doi.org/10.1007/s11280-024-01283-2 db/journals/www/www27.html#JinWXRHZZWC24 streams/journals/www

Jiahan Li Chaoran Cheng Zuofan Wu Ruihan Guo Shitong Luo Zhizhou Ren Jian Peng 0001 Jianzhu Ma Full-Atom Peptide Design based on Multi-modal Flow Matching. 2024 ICML https://proceedings.mlr.press/v235/li24o.html https://openreview.net/forum?id=5tPB5VXo87 conf/icml/2024 db/conf/icml/icml2024.html#LiCWGLR0M24 27615-27640 Ruihan Guo Rui Wang Ruidong Wu Zhizhou Ren Jiahan Li Shitong Luo Zuofan Wu Qiang Liu 0001 Jian Peng 0001 Jianzhu Ma Enhancing Protein Mutation Effect Prediction through a Retrieval-Augmented Framework. 2024 NeurIPS http://papers.nips.cc/paper_files/paper/2024/hash/5828b7516d6f117e8301120519366cdb-Abstract-Conference.html conf/nips/2024 db/conf/nips/neurips2024.html#GuoWWRLLW00M24

Huajian Xin Daya Guo Zhihong Shao Zhizhou Ren Qihao Zhu Bo Liu 0039 Chong Ruan Wenda Li Xiaodan Liang DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data. 2024 abs/2405.14333 CoRR https://doi.org/10.48550/arXiv.2405.14333 db/journals/corr/corr2405.html#abs-2405-14333

Jiahan Li Chaoran Cheng Zuofan Wu Ruihan Guo Shitong Luo Zhizhou Ren Jian Peng 0001 Jianzhu Ma Full-Atom Peptide Design based on Multi-modal Flow Matching. 2024 abs/2406.00735 CoRR https://doi.org/10.48550/arXiv.2406.00735 db/journals/corr/corr2406.html#abs-2406-00735 streams/journals/corr

Kun Liang Jinpeng Song Rui Yuan Zhizhou Ren Mid-Level Data Fusion Combined with the Fingerprint Region for Classification DON Levels Defect of Fusarium Head Blight Wheat. 6600 2023 July 23 Sensors 14 https://doi.org/10.3390/s23146600 db/journals/sensors/sensors23.html#LiangSYR23

Zhizhou Ren Ruihan Guo Yuan Zhou 0007 Jian Peng 0001 Learning Long-Term Reward Redistribution via Randomized Return Decomposition. 2022 ICLR https://openreview.net/forum?id=lpkGn3k2YdD conf/iclr/2022 db/conf/iclr/iclr2022.html#RenG0022 Beining Han Zhizhou Ren Zuofan Wu Yuan Zhou 0007 Jian Peng 0001 Off-Policy Reinforcement Learning with Delayed Rewards. 8280-8303 2022 ICML https://proceedings.mlr.press/v162/han22e.html conf/icml/2022 db/conf/icml/icml2022.html#HanRW0022 Zhizhou Ren Jiahan Li Fan Ding Yuan Zhou 0007 Jianzhu Ma Jian Peng 0001 Proximal Exploration for Model-guided Protein Sequence Design. 18520-18536 2022 ICML https://proceedings.mlr.press/v162/ren22a.html conf/icml/2022 db/conf/icml/icml2022.html#RenLD0M022 Qianlan Yang Weijun Dong Zhizhou Ren Jianhao Wang Tonghan Wang 0001 Chongjie Zhang Self-Organized Polynomial-Time Coordination Graphs. 24963-24979 2022 ICML https://proceedings.mlr.press/v162/yang22a.html conf/icml/2022 db/conf/icml/icml2022.html#YangDRW0Z22 Zhizhou Ren Anji Liu Yitao Liang Jian Peng 0001 Jianzhu Ma Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation. 2022 conf/nips/2022 NeurIPS http://papers.nips.cc/paper_files/paper/2022/hash/63b2b056f48653b7cff0d8d233c96a4d-Abstract-Conference.html db/conf/nips/neurips2022.html#RenLL0M22

Zhizhou Ren Anji Liu Yitao Liang Jian Peng 0001 Jianzhu Ma Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation. 2022 abs/2211.10861 CoRR https://doi.org/10.48550/arXiv.2211.10861 db/journals/corr/corr2211.html#abs-2211-10861

Jianhao Wang Zhizhou Ren Terry Liu Yang Yu 0001 Chongjie Zhang QPLEX: Duplex Dueling Multi-Agent Q-Learning. 2021 ICLR https://openreview.net/forum?id=Rcmk0xxIQV conf/iclr/2021 db/conf/iclr/iclr2021.html#WangRLYZ21 Hao Hu 0006 Jianing Ye Guangxiang Zhu Zhizhou Ren Chongjie Zhang Generalizable Episodic Memory for Deep Reinforcement Learning. 4380-4390 2021 ICML http://proceedings.mlr.press/v139/hu21d.html conf/icml/2021 db/conf/icml/icml2021.html#HuYZRZ21 Zhizhou Ren Guangxiang Zhu Hao Hu 0006 Beining Han Jianglun Chen Chongjie Zhang On the Estimation Bias in Double Q-Learning. 10246-10259 2021 NeurIPS https://proceedings.neurips.cc/paper/2021/hash/54e8912427a8d007ece906c577fdca60-Abstract.html conf/nips/2021 db/conf/nips/neurips2021.html#RenZHHCZ21 Jianhao Wang Zhizhou Ren Beining Han Jianing Ye Chongjie Zhang Towards Understanding Cooperative Multi-Agent Q-Learning with Value Factorization. 29142-29155 2021 NeurIPS https://proceedings.neurips.cc/paper/2021/hash/f3f1fa1e4348bfbebdeee8c80a04c3b9-Abstract.html conf/nips/2021 db/conf/nips/neurips2021.html#WangRHYZ21

Hao Hu 0006 Jianing Ye Zhizhou Ren Guangxiang Zhu Chongjie Zhang Generalizable Episodic Memory for Deep Reinforcement Learning. 2021 abs/2103.06469 CoRR https://arxiv.org/abs/2103.06469 db/journals/corr/corr2103.html#abs-2103-06469

Beining Han Zhizhou Ren Zuofan Wu Yuan Zhou 0007 Jian Peng 0001 Off-Policy Reinforcement Learning with Delayed Rewards. 2021 abs/2106.11854 CoRR https://arxiv.org/abs/2106.11854 db/journals/corr/corr2106.html#abs-2106-11854

Zhizhou Ren Guangxiang Zhu Hao Hu 0006 Beining Han Jianglun Chen Chongjie Zhang On the Estimation Bias in Double Q-Learning. 2021 abs/2109.14419 CoRR https://arxiv.org/abs/2109.14419 db/journals/corr/corr2109.html#abs-2109-14419

Zhizhou Ren Ruihan Guo Yuan Zhou 0007 Jian Peng 0001 Learning Long-Term Reward Redistribution via Randomized Return Decomposition. 2021 abs/2111.13485 CoRR https://arxiv.org/abs/2111.13485 db/journals/corr/corr2111.html#abs-2111-13485

Qianlan Yang Weijun Dong Zhizhou Ren Jianhao Wang Tonghan Wang 0001 Chongjie Zhang Self-Organized Polynomial-Time Coordination Graphs. 2021 abs/2112.03547 CoRR https://arxiv.org/abs/2112.03547 db/journals/corr/corr2112.html#abs-2112-03547

Guangxiang Zhu Jianhao Wang Zhizhou Ren Zichuan Lin Chongjie Zhang Object-Oriented Dynamics Learning through Multi-Level Abstraction. 6989-6998 2020 AAAI https://doi.org/10.1609/aaai.v34i04.6183 conf/aaai/2020 db/conf/aaai/aaai2020.html#ZhuWRLZ20

Jianhao Wang Zhizhou Ren Beining Han Chongjie Zhang Towards Understanding Linear Value Decomposition in Cooperative Multi-Agent Q-Learning. 2020 abs/2006.00587 CoRR https://arxiv.org/abs/2006.00587 db/journals/corr/corr2006.html#abs-2006-00587

Jianhao Wang Zhizhou Ren Terry Liu Yang Yu 0001 Chongjie Zhang QPLEX: Duplex Dueling Multi-Agent Q-Learning. 2020 abs/2008.01062 CoRR https://arxiv.org/abs/2008.01062 db/journals/corr/corr2008.html#abs-2008-01062

Zhizhou Ren Kefan Dong Yuan Zhou 0007 Qiang Liu 0001 Jian Peng 0001 Exploration via Hindsight Goal Generation. 13464-13474 2019 NeurIPS https://proceedings.neurips.cc/paper/2019/hash/57db7d68d5335b52d5153a4e01adaa6b-Abstract.html http://papers.nips.cc/paper/9502-exploration-via-hindsight-goal-generation conf/nips/2019 db/conf/nips/nips2019.html#RenD00019

Guangxiang Zhu Jianhao Wang Zhizhou Ren Chongjie Zhang Object-Oriented Dynamics Learning through Multi-Level Abstraction. 2019 abs/1904.07482 CoRR http://arxiv.org/abs/1904.07482 db/journals/corr/corr1904.html#abs-1904-07482

Zhizhou Ren Kefan Dong Yuan Zhou 0007 Qiang Liu 0001 Jian Peng 0001 Exploration via Hindsight Goal Generation. 2019 abs/1906.04279 CoRR http://arxiv.org/abs/1906.04279 db/journals/corr/corr1906.html#abs-1906-04279

Haoran Chen Jianglun Chen Chaoran Cheng Fan Ding Kefan Dong Weijun Dong Ke Fan Daya Guo Ruihan Guo Beining Han Hao Hu 0006 Zhuo Huang Cuiying Huo Yucheng Jin Jiahan Li Wenda Li Kun Liang Xiaodan Liang Yitao Liang Zichuan Lin Anji Liu Bo Liu 0039 Qiang Liu 0001 Terry Liu Shitong Luo Jianzhu Ma Jian Peng 0001 Chong Ruan Zhihong Shao Jinpeng Song Guangzhong Wang Jianhao Wang Maoyi Wang Rui Wang Tonghan Wang 0001 Ruidong Wu Zuofan Wu Huajian Xin Yun Xiong Qianlan Yang Jianing Ye Yang Yu 0001 Rui Yuan Chongjie Zhang Jiawei Zhang Jinpeng Zhang Zufeng Zhang Yuan Zhou 0007 Feng Zhu Guangxiang Zhu Qihao Zhu