Title
Fast and Robust: Task Sampling with Posterior and Diversity Synergies for Adaptive Decision-Makers in Randomized Environments Yun Qu W. Wang Yixiu Mao Yiqin Lv Xiangyang Ji TTA 78 0 0 27 Apr 2025
Theoretical Investigations and Practical Enhancements on Tail Task Risk Minimization in Meta Learning Yiqin Lv Qi Wang Dong Liang Zheng Xie 25 0 0 30 Oct 2024
Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression Yixiu Mao Qi Wang Chen Chen Yun Qu Xiangyang Ji OffRL 32 3 0 25 Oct 2024
Choices are More Important than Efforts: LLM Enables Efficient Multi-Agent Exploration Yun Qu Boyuan Wang Yuhang Jiang Jianzhun Shao Yixiu Mao Cheems Wang Chang Liu Xiangyang Ji 35 3 0 03 Oct 2024
LLM-Empowered State Representation for Reinforcement Learning Boyuan Wang Yun Qu Yuhang Jiang Jianzhun Shao Chang-rui Liu Wenming Yang Xiangyang Ji 16 7 0 18 Jul 2024
Offline Fictitious Self-Play for Competitive Games Jingxiao Chen Weiji Xie Weinan Zhang Yong Zu Ying Wen OffRL 31 0 0 29 Feb 2024
Robotic Manipulation Datasets for Offline Compositional Reinforcement Learning Marcel Hussing Jorge Armando Mendez Mendez Anisha Singrodia Cassandra Kent Eric Eaton OffRL 11 5 0 13 Jul 2023
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 198 627 0 12 Oct 2021
Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble Gaon An Seungyong Moon Jang-Hyun Kim Hyun Oh Song OffRL 92 261 0 04 Oct 2021
Scalable Evaluation of Multi-Agent Reinforcement Learning with Melting Pot Joel Z. Leibo Edgar A. Duénez-Guzmán A. Vezhnevets J. Agapiou P. Sunehag Raphael Köster Jayd Matyas Charlie Beattie Igor Mordatch T. Graepel OffRL 50 100 0 14 Jul 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 321 1,662 0 04 May 2020