Q-Ensemble for Offline RL: Don't Scale the Ensemble, Scale the Batch
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Q-Ensemble for Offline RL: Don't Scale the Ensemble, Scale the Batch Size

20 November 2022

Alexander Nikulin

Vladislav Kurenkov

Sergey Kolesnikov

Papers citing "Q-Ensemble for Offline RL: Don't Scale the Ensemble, Scale the Batch Size"

17 / 17 papers shown

Title
Dynamic Non-Prehensile Object Transport via Model-Predictive Reinforcement Learning Neel Jawale Byron Boots Balakumar Sundaralingam M. Bhardwaj 88 0 0 27 Nov 2024
NetworkGym: Reinforcement Learning Environments for Multi-Access Traffic Management in Network Simulation Momin Haider Ming Yin Menglei Zhang Arpit Gupta Jing Zhu Yu-Xiang Wang OffRL 31 1 0 30 Oct 2024
The Role of Deep Learning Regularizations on Actors in Offline RL Denis Tarasov Anja Surina Çağlar Gülçehre OffRL AI4CE 53 1 0 11 Sep 2024
Is Value Functions Estimation with Classification Plug-and-play for Offline Reinforcement Learning? Denis Tarasov Kirill Brilliantov Dmitrii Kharlapenko OffRL 32 2 0 10 Jun 2024
Dataset Clustering for Improved Offline Policy Learning Qiang Wang Yixin Deng Francisco Roldan Sanchez Keru Wang Kevin McGuinness Noel E. O'Connor Stephen J. Redmond OffRL 29 2 0 14 Feb 2024
The Virtues of Pessimism in Inverse Reinforcement Learning David Wu Gokul Swamy J. Andrew Bagnell Zhiwei Steven Wu Sanjiban Choudhury 33 0 0 04 Feb 2024
XLand-MiniGrid: Scalable Meta-Reinforcement Learning Environments in JAX Alexander Nikulin Vladislav Kurenkov Ilya Zisman Artem Agarkov Viacheslav Sinii Sergey Kolesnikov 26 25 0 19 Dec 2023
Understanding, Predicting and Better Resolving Q-Value Divergence in Offline-RL Yang Yue Rui Lu Bingyi Kang Shiji Song Gao Huang OffRL 35 16 0 06 Oct 2023
R^3: On-device Real-Time Deep Reinforcement Learning for Autonomous Robotics Zexin Li Aritra Samanta Yufei Li Andrea Soltoggio Hyoseung Kim Cong Liu 24 6 0 29 Aug 2023
Decoupled Prioritized Resampling for Offline RL Yang Yue Bingyi Kang Xiao Ma Qisen Yang Gao Huang S. Song Shuicheng Yan OffRL 27 0 0 08 Jun 2023
Revisiting the Minimalist Approach to Offline Reinforcement Learning Denis Tarasov Vladislav Kurenkov Alexander Nikulin Sergey Kolesnikov OffRL 30 36 0 16 May 2023
Anti-Exploration by Random Network Distillation Alexander Nikulin Vladislav Kurenkov Denis Tarasov Sergey Kolesnikov 35 24 0 31 Jan 2023
Can Wikipedia Help Offline Reinforcement Learning? Machel Reid Yutaro Yamada S. Gu 3DV RALM OffRL 137 95 0 28 Jan 2022
d3rlpy: An Offline Deep Reinforcement Learning Library Takuma Seno M. Imai OffRL GP 60 100 0 06 Nov 2021
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 214 839 0 12 Oct 2021
Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble Gaon An Seungyong Moon Jang-Hyun Kim Hyun Oh Song OffRL 102 262 0 04 Oct 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,955 0 04 May 2020