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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Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks Yun Qu Boyuan Wang Jianzhun Shao Yuhang Jiang Chen Chen ... Qiang Fu Wei Yang Guang Yang Lanxiao Huang Xiangyang Ji OffRL 54 9 0 20 Aug 2024
The Evolution of Reinforcement Learning in Quantitative Finance: A Survey Nikolaos Pippas Cagatay Turkay Elliot A. Ludvig AIFin 95 3 0 20 Aug 2024
Highly Efficient Self-Adaptive Reward Shaping for Reinforcement Learning Haozhe Ma Zhengding Luo Thanh Vinh Vo Kuankuan Sima Tze-Yun Leong 46 6 0 06 Aug 2024
Faster Model Predictive Control via Self-Supervised Initialization Learning Zhaoxin Li Letian Chen Rohan R. Paleja S. Nageshrao Matthew C. Gombolay Matthew Gombolay 178 1 0 06 Aug 2024
Generalized Gaussian Temporal Difference Error for Uncertainty-aware Reinforcement Learning Seyeon Kim Joonhun Lee Namhoon Cho Sungjun Han Seungeon Baek 47 0 0 05 Aug 2024
Coordinating Planning and Tracking in Layered Control Policies via Actor-Critic Learning Fengjun Yang Nikolai Matni OffRL 31 0 0 03 Aug 2024
A Survey on Self-play Methods in Reinforcement Learning Chao Yu Zelai Xu Chengdong Ma Chao Yu Weijuan Tu ... Deheng Ye Wenbo Ding Yaodong Yang Yu Wang Yu Wang SyDa SSL OnRL 62 8 0 02 Aug 2024
Reinforcement Learning for Sustainable Energy: A Survey Koen Ponse Felix Kleuker Márton Fejér Álvaro Serra-Gómez Aske Plaat Thomas M. Moerland OffRL AI4CE 42 1 0 26 Jul 2024
The Impact of Quantization and Pruning on Deep Reinforcement Learning Models Heng Lu Mehdi Alemi Reza Rawassizadeh 42 1 0 05 Jul 2024
Simplifying Deep Temporal Difference Learning Matteo Gallici Mattie Fellows Benjamin Ellis B. Pou Ivan Masmitja Jakob Foerster Mario Martin OffRL 62 16 0 05 Jul 2024
To Switch or Not to Switch? Balanced Policy Switching in Offline Reinforcement Learning Tao Ma Xuzhi Yang Zoltan Szabo OffRL 73 0 0 01 Jul 2024
Benchmarks for Reinforcement Learning with Biased Offline Data and Imperfect Simulators Ori Linial Guy Tennenholtz Uri Shalit OffRL 48 1 0 30 Jun 2024
3D Operation of Autonomous Excavator based on Reinforcement Learning through Independent Reward for Individual Joints Yoonkyu Yoo Donghwi Jung Seong-Woo Kim 29 0 0 28 Jun 2024
Tolerance of Reinforcement Learning Controllers against Deviations in Cyber Physical Systems Changjian Zhang Parv Kapoor Eunsuk Kang Romulo Meira-Goes David Garlan Akila Ganlath Shatadal Mishra N. Ammar 42 0 0 24 Jun 2024
Learning Autonomous Race Driving with Action Mapping Reinforcement Learning Yuanda Wang Xin Yuan Changyin Sun 42 1 0 21 Jun 2024
An Imitative Reinforcement Learning Framework for Autonomous Dogfight Siyuan Li Rongchang Zuo Peng Liu Yingnan Zhao Yingnan Zhao 43 1 0 17 Jun 2024
Robust Deep Reinforcement Learning against Adversarial Behavior Manipulation Shojiro Yamabe Kazuto Fukuchi Jun Sakuma AAML 65 0 0 06 Jun 2024
UDQL: Bridging The Gap between MSE Loss and The Optimal Value Function in Offline Reinforcement Learning Yu Zhang Rui Yu Zhipeng Yao Wenyuan Zhang Jun Wang Liming Zhang OffRL 55 0 0 05 Jun 2024
Value Improved Actor Critic Algorithms Yaniv Oren Moritz A. Zanger Pascal R. van der Vaart M. Spaan Wendelin Bohmer Wendelin Bohmer OffRL 33 0 0 03 Jun 2024
Diffusion Actor-Critic: Formulating Constrained Policy Iteration as Diffusion Noise Regression for Offline Reinforcement Learning Linjiajie Fang Ruoxue Liu Jing Zhang Wenjia Wang Bing-Yi Jing OffRL 56 3 0 31 May 2024
Bigger, Regularized, Optimistic: scaling for compute and sample-efficient continuous control Michal Nauman M. Ostaszewski Krzysztof Jankowski Piotr Milo's Marek Cygan OffRL 49 17 0 25 May 2024
Efficient Recurrent Off-Policy RL Requires a Context-Encoder-Specific Learning Rate Fan Luo Zuolin Tu Zefang Huang Yang Yu OffRL 40 0 0 24 May 2024
Model-free reinforcement learning with noisy actions for automated experimental control in optics Lea Richtmann Viktoria-S. Schmiesing Dennis Wilken Jan Heine Aaron Tranter Avishek Anand Tobias J. Osborne M. Heurs 33 2 0 24 May 2024
Exclusively Penalized Q-learning for Offline Reinforcement Learning Junghyuk Yeom Yonghyeon Jo Jungmo Kim Sanghyeon Lee Seungyul Han OffRL 42 2 0 23 May 2024
Near-Field Spot Beamfocusing: A Correlation-Aware Transfer Learning Approach Mohammad Amir Fallah M. Monemi Mehdi Rasti Matti Latva-aho 21 1 0 21 May 2024
Feasibility Consistent Representation Learning for Safe Reinforcement Learning Zhepeng Cen Yi-Fan Yao Zuxin Liu Ding Zhao OffRL 42 3 0 20 May 2024
Towards Robust Policy: Enhancing Offline Reinforcement Learning with Adversarial Attacks and Defenses Thanh Nguyen Tung M. Luu Tri Ton Chang D. Yoo OffRL AAML 36 0 0 18 May 2024
NaviSlim: Adaptive Context-Aware Navigation and Sensing via Dynamic Slimmable Networks Timothy K Johnsen Marco Levorato 46 1 0 16 May 2024
Ensemble Successor Representations for Task Generalization in Offline-to-Online Reinforcement Learning Changhong Wang Xudong Yu Chenjia Bai Qiaosheng Zhang Zhen Wang 40 1 0 12 May 2024
The Curse of Diversity in Ensemble-Based Exploration Zhixuan Lin P. DÓro Evgenii Nikishin Rameswar Panda 44 1 0 07 May 2024
Genetic Drift Regularization: on preventing Actor Injection from breaking Evolution Strategies Paul Templier Emmanuel Rachelson Antoine Cully Dennis G. Wilson 29 0 0 07 May 2024
An Improved Finite-time Analysis of Temporal Difference Learning with Deep Neural Networks Zhifa Ke Zaiwen Wen Junyu Zhang 37 0 0 07 May 2024
Enhancing Q-Learning with Large Language Model Heuristics Xiefeng Wu LRM 32 0 0 06 May 2024
CTD4 -- A Deep Continuous Distributional Actor-Critic Agent with a Kalman Fusion of Multiple Critics David Valencia Henry Williams Trevor Gee Bruce A MacDonaland Minas V. Liarokapis Minas Liarokapis OffRL 40 2 0 04 May 2024
Learning Optimal Deterministic Policies with Stochastic Policy Gradients Alessandro Montenegro Marco Mussi Alberto Maria Metelli Matteo Papini 48 2 0 03 May 2024
Hard-Thresholding Meets Evolution Strategies in Reinforcement Learning Chengqian Gao William de Vazelhes Hualin Zhang Bin Gu Zhiqiang Xu 54 0 0 02 May 2024
A Dual Perspective of Reinforcement Learning for Imposing Policy Constraints Bram De Cooman Johan A. K. Suykens 40 0 0 25 Apr 2024
GRSN: Gated Recurrent Spiking Neurons for POMDPs and MARL Lang Qin Ziming Wang Runhao Jiang Rui Yan Huajin Tang 40 0 0 24 Apr 2024
Cache-Aware Reinforcement Learning in Large-Scale Recommender Systems Xiaoshuang Chen Gengrui Zhang Yao Wang Yulin Wu Shuo Su Kaiqiao Zhan Ben Wang OffRL 22 2 0 23 Apr 2024
Towards Multi-Morphology Controllers with Diversity and Knowledge Distillation Alican Mertan Nick Cheney 34 0 0 22 Apr 2024
Beyond the Edge: An Advanced Exploration of Reinforcement Learning for Mobile Edge Computing, its Applications, and Future Research Trajectories Ning Yang Shuo Chen Haijun Zhang Randall Berry OffRL 36 6 0 22 Apr 2024
Explicit Lipschitz Value Estimation Enhances Policy Robustness Against Perturbation Xulin Chen Ruipeng Liu Garret E. Katz 46 0 0 22 Apr 2024
Developing An Attention-Based Ensemble Learning Framework for Financial Portfolio Optimisation Zhenglong Li Vincent Tam 37 0 0 13 Apr 2024
Graph Reinforcement Learning for Combinatorial Optimization: A Survey and Unifying Perspective Victor-Alexandru Darvariu Stephen Hailes Mirco Musolesi AI4CE 53 6 0 09 Apr 2024
Computing Transition Pathways for the Study of Rare Events Using Deep Reinforcement Learning Bo Lin Yangzheng Zhong Weiqing Ren 30 0 0 08 Apr 2024
Model-based Reinforcement Learning for Parameterized Action Spaces Renhao Zhang Haotian Fu Yilin Miao George Konidaris 31 3 0 03 Apr 2024
Learning to Control Camera Exposure via Reinforcement Learning Kyunghyun Lee Ukcheol Shin Byeong-uk Lee 28 2 0 02 Apr 2024
Entity-Centric Reinforcement Learning for Object Manipulation from Pixels Dan Haramati Tal Daniel Aviv Tamar LM&Ro OffRL OCL 45 11 0 01 Apr 2024
Learning Off-policy with Model-based Intrinsic Motivation For Active Online Exploration Yibo Wang Jiang Zhao OffRL OnRL 32 0 0 31 Mar 2024
Closed-form congestion control via deep symbolic regression Jean Martins Igor Almeida Ricardo Souza Silvia Lins 22 0 0 28 Mar 2024