On the Role of Discount Factor in Offline Reinforcement Learning

On the Role of Discount Factor in Offline Reinforcement Learning

7 June 2022

Papers citing "On the Role of Discount Factor in Offline Reinforcement Learning"

17 / 17 papers shown

Title
Fewer May Be Better: Enhancing Offline Reinforcement Learning with Reduced Dataset Yiqin Yang Quanwei Wang Chenghao Li Hao Hu Chengjie Wu ... Dianyu Zhong Ziyou Zhang Qianchuan Zhao Chongjie Zhang Xu Bo OffRL 47 0 0 26 Feb 2025
On the Effective Horizon of Inverse Reinforcement Learning Yiqing Xu Finale Doshi-Velez David Hsu 41 0 0 21 Feb 2025
Bayesian Design Principles for Offline-to-Online Reinforcement Learning Haotian Hu Yiqin Yang Jianing Ye Chengjie Wu Ziqing Mai Yujing Hu Tangjie Lv Changjie Fan Qianchuan Zhao Chongjie Zhang OffRL OnRL 37 3 0 31 May 2024
Offline Imitation Learning by Controlling the Effective Planning Horizon Hee-Jun Ahn Seong-Woong Shim Byung-Jun Lee 16 0 0 18 Jan 2024
Unsupervised Behavior Extraction via Random Intent Priors Haotian Hu Yiqin Yang Jianing Ye Ziqing Mai Chongjie Zhang OffRL 32 6 0 28 Oct 2023
Imitation Learning from Observation with Automatic Discount Scheduling Yuyang Liu Weijun Dong Yingdong Hu Chuan Wen Zhao-Heng Yin Chongjie Zhang Yang Gao 23 6 0 11 Oct 2023
Improving Offline RL by Blending Heuristics Sinong Geng Aldo Pacchiano Andrey Kolobov Ching-An Cheng OffRL 22 7 0 01 Jun 2023
On the Value of Myopic Behavior in Policy Reuse Kang Xu Chenjia Bai Shuang Qiu Haoran He Bin Zhao Zhen Wang Wei Li Xuelong Li 24 1 0 28 May 2023
Revisiting the Minimalist Approach to Offline Reinforcement Learning Denis Tarasov Vladislav Kurenkov Alexander Nikulin Sergey Kolesnikov OffRL 25 36 0 16 May 2023
The Provable Benefits of Unsupervised Data Sharing for Offline Reinforcement Learning Haotian Hu Yiqin Yang Qianchuan Zhao Chongjie Zhang OffRL 6 4 0 27 Feb 2023
Flow to Control: Offline Reinforcement Learning with Lossless Primitive Discovery Yiqin Yang Haotian Hu Wenzhe Li Siyuan Li Jun Yang Qianchuan Zhao Chongjie Zhang OffRL 21 9 0 02 Dec 2022
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 212 837 0 12 Oct 2021
Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage Masatoshi Uehara Wen Sun OffRL 91 33 0 13 Jul 2021
COMBO: Conservative Offline Model-Based Policy Optimization Tianhe Yu Aviral Kumar Rafael Rafailov Aravind Rajeswaran Sergey Levine Chelsea Finn OffRL 214 413 0 16 Feb 2021
Provably Efficient Reinforcement Learning with Linear Function Approximation Under Adaptivity Constraints Chi Jin Zhuoran Yang Zhaoran Wang OffRL 107 166 0 06 Jan 2021
EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL Seyed Kamyar Seyed Ghasemipour Dale Schuurmans S. Gu OffRL 209 119 0 21 Jul 2020
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 329 1,949 0 04 May 2020