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Addressing Function Approximation Error in Actor-Critic Methods

26 February 2018

Papers citing "Addressing Function Approximation Error in Actor-Critic Methods"

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Title
Simplified Temporal Consistency Reinforcement Learning Yi Zhao Wenshuai Zhao Rinu Boney Arno Solin Joni Pajarinen OffRL 72 13 0 15 Jun 2023
DenseLight: Efficient Control for Large-scale Traffic Signals with Dense Feedback Junfan Lin Yuying Zhu Lingbo Liu Yang Liu Guanbin Li Liang Lin 64 12 0 13 Jun 2023
A Simple Unified Uncertainty-Guided Framework for Offline-to-Online Reinforcement Learning Siyuan Guo Yanchao Sun Jifeng Hu Sili Huang Hechang Chen Haiyin Piao Lichao Sun Yi-Ju Chang OffRL OnRL 83 7 0 13 Jun 2023
Evolving Testing Scenario Generation Method and Intelligence Evaluation Framework for Automated Vehicles Yining Ma Wei Jiang Lingtong Zhang Junyi Chen Hong Wang Chen Lv X. Wang Lu Xiong 76 2 0 12 Jun 2023
High-speed Autonomous Racing using Trajectory-aided Deep Reinforcement Learning B. D. Evans H. Engelbrecht H. W. Jordaan 82 21 0 12 Jun 2023
Improving Offline-to-Online Reinforcement Learning with Q-Ensembles Kai-Wen Zhao Yi-An Ma Jianye Hao Jinyi Liu Yan Zheng Zhaopeng Meng OffRL OnRL 109 12 0 12 Jun 2023
PACER: A Fully Push-forward-based Distributional Reinforcement Learning Algorithm Wensong Bai Chao Zhang Yichao Fu Lingwei Peng Hui Qian Bin Dai 73 1 0 11 Jun 2023
Policy Regularization with Dataset Constraint for Offline Reinforcement Learning Yuhang Ran Yi-Chen Li Fuxiang Zhang Zongzhang Zhang Yang Yu OffRL 89 27 0 11 Jun 2023
HIPODE: Enhancing Offline Reinforcement Learning with High-Quality Synthetic Data from a Policy-Decoupled Approach Shixi Lian Yi-An Ma Jinyi Liu Yan Zheng Zhaopeng Meng OffRL 57 1 0 10 Jun 2023
Bring Your Own (Non-Robust) Algorithm to Solve Robust MDPs by Estimating The Worst Kernel Kaixin Wang Uri Gadot Navdeep Kumar Kfir Y. Levy Shie Mannor 87 4 0 09 Jun 2023
Iteratively Refined Behavior Regularization for Offline Reinforcement Learning Xiao Hu Yi-An Ma Chenjun Xiao Yan Zheng Zhaopeng Meng OffRL 65 4 0 09 Jun 2023
Decoupled Prioritized Resampling for Offline RL Yang Yue Bingyi Kang Xiao Ma Qisen Yang Gao Huang S. Song Shuicheng Yan OffRL 88 8 0 08 Jun 2023
Decision S4: Efficient Sequence-Based RL via State Spaces Layers Shmuel Bar-David Itamar Zimerman Eliya Nachmani Lior Wolf OffRL 109 28 0 08 Jun 2023
A Transferability Metric Using Scene Similarity and Local Map Observation for DRL Navigation Shiwei Lian Feitian Zhang 46 2 0 08 Jun 2023
Goal-conditioned GFlowNets for Controllable Multi-Objective Molecular Design Julien Roy Pierre-Luc Bacon C. Pal Emmanuel Bengio AI4CE 75 18 0 07 Jun 2023
Dual policy as self-model for planning J. Yoo Fernanda De La Torre G. R. Yang 32 1 0 07 Jun 2023
Look Beneath the Surface: Exploiting Fundamental Symmetry for Sample-Efficient Offline RL Peng Cheng Xianyuan Zhan Zhihao Wu Wenjia Zhang Shoucheng Song Han Wang Youfang Lin Li Jiang OffRL 138 10 0 07 Jun 2023
Multi-Agent Reinforcement Learning for Cooperative Air Transportation Services in City-Wide Autonomous Urban Air Mobility C. Park Gyusun Kim Soohyun Park Soyi Jung Joongheon Kim 51 24 0 07 Jun 2023
Reinforcement Learning-Based Control of CrazyFlie 2.X Quadrotor Arshad Javeed Valentín López Jiménez 90 1 0 06 Jun 2023
Learning to Do or Learning While Doing: Reinforcement Learning and Bayesian Optimisation for Online Continuous Tuning Jan Kaiser Chenran Xu Annika Eichler Andrea Santamaria Garcia O. Stein ... H. Dinter F. Mayet T. Vinatier F. Burkart H. Schlarb OffRL 53 4 0 06 Jun 2023
Mildly Constrained Evaluation Policy for Offline Reinforcement Learning Linjie Xu Zhengyao Jiang Jinyu Wang Lei Song Jiang Bian OffRL 94 0 0 06 Jun 2023
RLtools: A Fast, Portable Deep Reinforcement Learning Library for Continuous Control Jonas Eschmann Dario Albani Giuseppe Loianno OffRL 109 5 0 06 Jun 2023
Seizing Serendipity: Exploiting the Value of Past Success in Off-Policy Actor-Critic Tianying Ji Yuping Luo Gang Hua Xianyuan Zhan Jianwei Zhang Huazhe Xu OffRL OnRL 108 17 0 05 Jun 2023
For SALE: State-Action Representation Learning for Deep Reinforcement Learning Scott Fujimoto Wei-Di Chang Edward James Smith S. Gu Doina Precup David Meger OffRL 95 55 0 04 Jun 2023
ReLU to the Rescue: Improve Your On-Policy Actor-Critic with Positive Advantages Andrew Jesson Chris Xiaoxuan Lu Gunshi Gupta Angelos Filos Jakob N. Foerster Y. Gal OffRL 77 8 0 02 Jun 2023
Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding Alizée Pace Hugo Yèche Bernhard Schölkopf Gunnar Rätsch Guy Tennenholtz OffRL 62 7 0 01 Jun 2023
Improving and Benchmarking Offline Reinforcement Learning Algorithms Bingyi Kang Xiao Ma Yi-Ren Wang Yang Yue Shuicheng Yan OffRL 67 9 0 01 Jun 2023
TorchRL: A data-driven decision-making library for PyTorch Albert Bou Matteo Bettini Sebastian Dittert Vikash Kumar Shagun Sodhani Xiaomeng Yang Gianni De Fabritiis Vincent Moens OffRL AI4CE 126 41 0 01 Jun 2023
Efficient Diffusion Policies for Offline Reinforcement Learning Bingyi Kang Xiao Ma Chao Du Tianyu Pang Shuicheng Yan OffRL 174 81 0 31 May 2023
Symmetry-Aware Robot Design with Structured Subgroups Heng Dong Junyu Zhang Tonghan Wang Chongjie Zhang 58 12 0 31 May 2023
NetHack is Hard to Hack Ulyana Piterbarg Lerrel Pinto Rob Fergus 60 7 0 30 May 2023
Subequivariant Graph Reinforcement Learning in 3D Environments Runfa Chen Jiaqi Han Gang Hua Wen-bing Huang OffRL 76 11 0 30 May 2023
Maximize to Explore: One Objective Function Fusing Estimation, Planning, and Exploration Zhihan Liu Miao Lu Wei Xiong Han Zhong Haotian Hu Shenao Zhang Sirui Zheng Zhuoran Yang Zhaoran Wang OffRL 124 22 0 29 May 2023
Off-Policy RL Algorithms Can be Sample-Efficient for Continuous Control via Sample Multiple Reuse Jiafei Lyu Le Wan Zongqing Lu Xiu Li OffRL 66 9 0 29 May 2023
Interpretable Reward Redistribution in Reinforcement Learning: A Causal Approach Yudi Zhang Yali Du Erdun Gao Ziyan Wang Jun Wang Meng Fang Mykola Pechenizkiy CML 107 18 0 28 May 2023
Cross-Domain Policy Adaptation via Value-Guided Data Filtering Kang Xu Chenjia Bai Xiaoteng Ma Dong Wang Bingyan Zhao Zhen Wang Xuelong Li Wei Li 94 18 0 28 May 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 89 1 0 28 May 2023
Probing reaction channels via reinforcement learning Senwei Liang Aditya Singh Yuanran Zhu David T. Limmer Chao Yang 57 6 0 27 May 2023
Learning from Integral Losses in Physics Informed Neural Networks Ehsan Saleh Saba Ghaffari Timothy Bretl Luke N. Olson Matthew West PINN AI4CE 79 4 0 27 May 2023
Self-Supervised Reinforcement Learning that Transfers using Random Features Boyuan Chen Chuning Zhu Pulkit Agrawal Kai Zhang Abhishek Gupta OffRL SSL 84 9 0 26 May 2023
Let the Flows Tell: Solving Graph Combinatorial Optimization Problems with GFlowNets Dinghuai Zhang H. Dai Nikolay Malkin Aaron Courville Yoshua Bengio L. Pan 122 37 0 26 May 2023
Emergent Agentic Transformer from Chain of Hindsight Experience Hao Liu Pieter Abbeel OffRL 93 29 0 26 May 2023
Counterfactual Explainer Framework for Deep Reinforcement Learning Models Using Policy Distillation Amir Samadi K. Koufos Kurt Debattista M. Dianati OffRL 60 3 0 25 May 2023
PROTO: Iterative Policy Regularized Offline-to-Online Reinforcement Learning Jianxiong Li Xiao Hu Haoran Xu Jingjing Liu Xianyuan Zhan Ya Zhang OffRL OnRL 97 19 0 25 May 2023
ChemGymRL: An Interactive Framework for Reinforcement Learning for Digital Chemistry Chris Beeler Sriram Ganapathi Subramanian Kyle Sprague Nouha Chatti C. Bellinger ... Amanuel Dawit Zihan Yang Xinkai Li Mark Crowley Isaac Tamblyn OffRL 77 6 0 23 May 2023
Proximal Policy Gradient Arborescence for Quality Diversity Reinforcement Learning Sumeet Batra Bryon Tjanaka Matthew C. Fontaine Aleksei Petrenko Stefanos Nikolaidis Gaurav Sukhatme OffRL 100 17 0 23 May 2023
Policy Representation via Diffusion Probability Model for Reinforcement Learning Long Yang Zhixiong Huang Fenghao Lei Yucun Zhong Yiming Yang Cong Fang Shiting Wen Binbin Zhou Zhouchen Lin DiffM 111 53 0 22 May 2023
Off-Policy Average Reward Actor-Critic with Deterministic Policy Search Naman Saxena Subhojyoti Khastagir Shishir Kolathaya S. Bhatnagar OffRL 59 8 0 20 May 2023
Attacks on Online Learners: a Teacher-Student Analysis R. Margiotta Sebastian Goldt G. Sanguinetti AAML 79 1 0 18 May 2023
Deep Metric Tensor Regularized Policy Gradient Gang Chen Victoria Huang 78 0 0 18 May 2023