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For SALE: State-Action Representation Learning for Deep Reinforcement Learning

4 June 2023

Papers citing "For SALE: State-Action Representation Learning for Deep Reinforcement Learning"

31 / 31 papers shown

Title
Network Sparsity Unlocks the Scaling Potential of Deep Reinforcement Learning Guozheng Ma Lu Li Zilin Wang Li Shen Pierre-Luc Bacon Dacheng Tao OffRL 27 0 0 20 Jun 2025
Sparse-Reg: Improving Sample Complexity in Offline Reinforcement Learning using Sparsity Samin Yeasar Arnob Scott Fujimoto Doina Precup OffRL 47 0 0 20 Jun 2025
MOBODY: Model Based Off-Dynamics Offline Reinforcement Learning Yihong Guo Yu Yang Pan Xu Anqi Liu OffRL 47 0 0 10 Jun 2025
Bigger, Regularized, Categorical: High-Capacity Value Functions are Efficient Multi-Task Learners Michal Nauman Marek Cygan Carmelo Sferrazza Aviral Kumar Pieter Abbeel OffRL 96 0 0 29 May 2025
Universal Value-Function Uncertainties Moritz A. Zanger Max Weltevrede Yaniv Oren Pascal R. van der Vaart Caroline Horsch Wendelin Bohmer M. Spaan OffRL 76 0 0 27 May 2025
Temporal Distance-aware Transition Augmentation for Offline Model-based Reinforcement Learning Dongsu Lee Minhae Kwon OffRL 93 0 0 19 May 2025
Multi-Goal Dexterous Hand Manipulation using Probabilistic Model-based Reinforcement Learning Yingzhuo Jiang Wenjun Huang Rongdun Lin Chenyang Miao Tianfu Sun Yunduan Cui 67 0 0 30 Apr 2025
Action Tokenizer Matters in In-Context Imitation Learning An Vuong M. Vu Dong An Ian Reid 121 1 0 03 Mar 2025
Hyperspherical Normalization for Scalable Deep Reinforcement Learning Hojoon Lee Youngdo Lee Takuma Seno Donghu Kim Peter Stone Jaegul Choo 181 4 0 21 Feb 2025
Towards General-Purpose Model-Free Reinforcement Learning Scott Fujimoto P. DÓro Amy Zhang Yuandong Tian Michael Rabbat OffRL 99 6 0 28 Jan 2025
SR-Reward: Taking The Path More Traveled Seyed Mahdi Basiri Azad Zahra Padar Gabriel Kalweit Joschka Boedecker OffRL 179 0 0 04 Jan 2025
Non-Adversarial Inverse Reinforcement Learning via Successor Feature Matching A. Jain Harley Wiltzer Jesse Farebrother Irina Rish Glen Berseth Sanjiban Choudhury 141 2 0 11 Nov 2024
SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement Learning Hojoon Lee Dongyoon Hwang Donghu Kim Hyunseung Kim Jun Jet Tai K. Subramanian Peter R. Wurman Jaegul Choo Peter Stone Takuma Seno OffRL 189 17 0 13 Oct 2024
MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL C. Voelcker Marcel Hussing Eric Eaton Amir-massoud Farahmand Igor Gilitschenski 135 5 0 11 Oct 2024
Neuroplastic Expansion in Deep Reinforcement Learning Jiashun Liu J. Obando-Ceron Rameswar Panda L. Pan 121 6 0 10 Oct 2024
Multi-State-Action Tokenisation in Decision Transformers for Multi-Discrete Action Spaces Perusha Moodley Pramod S. Kaushik Dhillu Thambi Mark Trovinger Praveen Paruchuri Xia Hong Benjamin Rosman 143 0 0 01 Jul 2024
Diffusion Spectral Representation for Reinforcement Learning Dmitry Shribak Chen-Xiao Gao Yitong Li Chenjun Xiao Bo Dai DiffM 111 5 0 23 Jun 2024
iQRL -- Implicitly Quantized Representations for Sample-efficient Reinforcement Learning Aidan Scannell Kalle Kujanpää Yi Zhao Mohammadreza Nakhaei Dieter Büchler Joni Pajarinen SSL 147 5 0 04 Jun 2024
Value Improved Actor Critic Algorithms Yaniv Oren Moritz A. Zanger Pascal R. van der Vaart M. Spaan Wendelin Bohmer Wendelin Bohmer OffRL 91 0 0 03 Jun 2024
Efficient Recurrent Off-Policy RL Requires a Context-Encoder-Specific Learning Rate Fan Luo Zuolin Tu Zefang Huang Yang Yu OffRL 84 1 0 24 May 2024
Cross-Domain Policy Adaptation by Capturing Representation Mismatch Jiafei Lyu Chenjia Bai Jingwen Yang Zongqing Lu Xiu Li 90 12 0 24 May 2024
Feasibility Consistent Representation Learning for Safe Reinforcement Learning Zhepeng Cen Yi-Fan Yao Zuxin Liu Ding Zhao OffRL 91 3 0 20 May 2024
Off-OAB: Off-Policy Policy Gradient Method with Optimal Action-Dependent Baseline Wenjia Meng Qian Zheng Long Yang Yilong Yin Gang Pan OffRL 84 0 0 04 May 2024
Markov flow policy -- deep MC Nitsan Soffair Gilad Katz 58 0 0 01 May 2024
Simple Ingredients for Offline Reinforcement Learning Edoardo Cetin Andrea Tirinzoni Matteo Pirotta A. Lazaric Yann Ollivier Ahmed Touati OffRL 106 2 0 19 Mar 2024
Conservative DDPG -- Pessimistic RL without Ensemble Nitsan Soffair Shie Mannor OffRL 47 0 0 08 Mar 2024
SQT -- std $Q$ -target Nitsan Soffair Dotan Di Castro Orly Avner Shie Mannor OffRL 56 0 0 03 Feb 2024
Bridging State and History Representations: Understanding Self-Predictive RL Tianwei Ni Benjamin Eysenbach Erfan Seyedsalehi Michel Ma Clement Gehring Aditya Mahajan Pierre-Luc Bacon AI4TS AI4CE 92 29 0 17 Jan 2024
Efficient Sparse-Reward Goal-Conditioned Reinforcement Learning with a High Replay Ratio and Regularization Takuya Hiraoka OffRL 84 1 0 10 Dec 2023
Generalizable Imitation Learning Through Pre-Trained Representations Wei-Di Chang F. Hogan David Meger Gregory Dudek Gregory Dudek 108 1 0 15 Nov 2023
Zero-Shot Reinforcement Learning from Low Quality Data Scott Jeen Tom Bewley Jonathan M. Cullen OffRL OnRL 90 4 0 26 Sep 2023