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
Policy-Guided Causal State Representation for Offline Reinforcement Learning Recommendation Siyu Wang Xiaocong Chen Lina Yao CML OffRL 93 0 0 04 Feb 2025
B3C: A Minimalist Approach to Offline Multi-Agent Reinforcement Learning Woojun Kim Katia Sycara OffRL 94 0 0 30 Jan 2025
FuzzyLight: A Robust Two-Stage Fuzzy Approach for Traffic Signal Control Works in Real Cities Mingyuan Li Jiahao Wang Bo Du Jun Shen Qiang Wu 59 1 0 28 Jan 2025
Reinforcement Teaching Alex Lewandowski Calarina Muslimani Dale Schuurmans Matthew E. Taylor Jun Luo 87 1 0 28 Jan 2025
Inverse-RLignment: Large Language Model Alignment from Demonstrations through Inverse Reinforcement Learning Hao Sun M. Schaar 94 14 0 28 Jan 2025
Low-altitude Friendly-Jamming for Satellite-Maritime Communications via Generative AI-enabled Deep Reinforcement Learning Jiawei Huang Aimin Wang Geng Sun Jiahui Li Jiacheng Wang Dusit Niyato Victor C. M. Leung 67 0 0 28 Jan 2025
EvoRL: A GPU-accelerated Framework for Evolutionary Reinforcement Learning Bowen Zheng Ran Cheng Kay Chen Tan 47 0 0 25 Jan 2025
Coordinating Ride-Pooling with Public Transit using Reward-Guided Conservative Q-Learning: An Offline Training and Online Fine-Tuning Reinforcement Learning Framework Yulong Hu Tingting Dong Sen Li OffRL OnRL 67 0 0 24 Jan 2025
ABPT: Amended Backpropagation through Time with Partially Differentiable Rewards Fanxing Li Fangyu Sun Tianbao Zhang Danping Zou 39 0 0 24 Jan 2025
On Generalization and Distributional Update for Mimicking Observations with Adequate Exploration Yirui Zhou Xiaowei Liu Xiaofeng Zhang Yangchun Zhang 39 0 0 22 Jan 2025
Revisiting Ensemble Methods for Stock Trading and Crypto Trading Tasks at ACM ICAIF FinRL Contest 2023-2024 Nikolaus Holzer Keyi Wang Kairong Xiao Xiao-Yang Liu Yanglet AIFin 35 1 0 18 Jan 2025
Control-ITRA: Controlling the Behavior of a Driving Model Vasileios Lioutas Adam Scibior Matthew Niedoba Berend Zwartsenberg Frank Wood 204 0 0 17 Jan 2025
Wasserstein Adaptive Value Estimation for Actor-Critic Reinforcement Learning Ali Baheri Zahra Sharooei Chirayu Salgarkar 260 0 0 17 Jan 2025
Deterministic Uncertainty Propagation for Improved Model-Based Offline Reinforcement Learning Abdullah Akgul Manuel Haußmann M. Kandemir OffRL 76 1 0 17 Jan 2025
An Empirical Study of Deep Reinforcement Learning in Continuing Tasks Yi Wan D. Korenkevych Zheqing Zhu OffRL CLL 55 0 0 12 Jan 2025
On the role of Artificial Intelligence methods in modern force-controlled manufacturing robotic tasks Vincenzo Petrone Enrico Ferrentino Pasquale Chiacchio 39 0 0 10 Jan 2025
Risk-averse policies for natural gas futures trading using distributional reinforcement learning Félicien Hêche Biagio Nigro Oussama Barakat Stephan Robert-Nicoud OffRL 44 0 0 08 Jan 2025
SR-Reward: Taking The Path More Traveled Seyed Mahdi Basiri Azad Zahra Padar Gabriel Kalweit Joschka Boedecker OffRL 67 0 0 04 Jan 2025
ACL-QL: Adaptive Conservative Level in Q-Learning for Offline Reinforcement Learning Kun Wu Yinuo Zhao Zhihao Xu Zhengping Che Chengxiang Yin C. Liu Qinru Qiu Feiferi Feng OffRL 107 1 0 22 Dec 2024
Harvesting energy from turbulent winds with Reinforcement Learning Lorenzo Basile Maria Grazia Berni Antonio Celani 74 0 0 18 Dec 2024
Stabilizing Reinforcement Learning in Differentiable Multiphysics Simulation Eliot Xing Vernon Luk Jean Oh 89 0 0 16 Dec 2024
Broad Critic Deep Actor Reinforcement Learning for Continuous Control Shiron Thalagala Pak Kin Wong Xiaozheng Wang Tianang Sun OffRL 76 0 0 24 Nov 2024
Enhancing Exploration with Diffusion Policies in Hybrid Off-Policy RL: Application to Non-Prehensile Manipulation Huy Le Miroslav Gabriel Tai Hoang Gerhard Neumann Ngo Anh Vien 116 1 0 22 Nov 2024
Non-Adversarial Inverse Reinforcement Learning via Successor Feature Matching A. Jain Harley Wiltzer Jesse Farebrother Irina Rish Glen Berseth Sanjiban Choudhury 57 1 0 11 Nov 2024
OffLight: An Offline Multi-Agent Reinforcement Learning Framework for Traffic Signal Control Rohit Bokade Xiaoning Jin OffRL 39 0 0 10 Nov 2024
Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model Jing Zhang Linjiajie Fang Kexin Shi Wenjia Wang Bing-Yi Jing OffRL 44 0 0 27 Oct 2024
Offline-to-online Reinforcement Learning for Image-based Grasping with Scarce Demonstrations Bryan Chan Anson Leung James Bergstra OffRL OnRL 67 0 0 19 Oct 2024
Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance Mitsuhiko Nakamoto Oier Mees Aviral Kumar Sergey Levine OffRL 79 13 0 17 Oct 2024
Reinforcement Learning with Euclidean Data Augmentation for State-Based Continuous Control Jinzhu Luo Dingyang Chen Qi Zhang OffRL 26 0 0 16 Oct 2024
The State of Robot Motion Generation Kostas E. Bekris Joe H. Doerr Patrick Meng Sumanth Tangirala 3DV 41 2 0 16 Oct 2024
DIAR: Diffusion-model-guided Implicit Q-learning with Adaptive Revaluation Jaehyun Park Yunho Kim Sejin Kim Byung-Jun Lee Sundong Kim OffRL 39 1 0 15 Oct 2024
Communication-Control Codesign for Large-Scale Wireless Networked Control Systems Gaoyang Pang Wanchun Liu Dusit Niyato Branka Vucetic Yonghui Li AI4CE 26 0 0 15 Oct 2024
TOP-ERL: Transformer-based Off-Policy Episodic Reinforcement Learning Ge Li Dong Tian Hongyi Zhou Xinkai Jiang Rudolf Lioutikov Gerhard Neumann OffRL 250 3 0 12 Oct 2024
HG2P: Hippocampus-inspired High-reward Graph and Model-Free Q-Gradient Penalty for Path Planning and Motion Control Haoran Wang Yaoru Sun Zeshen Tang Haibo Shi Chenyuan Jiao 32 0 0 12 Oct 2024
MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL C. Voelcker Marcel Hussing Eric Eaton Amir-massoud Farahmand Igor Gilitschenski 46 1 0 11 Oct 2024
Overcoming Slow Decision Frequencies in Continuous Control: Model-Based Sequence Reinforcement Learning for Model-Free Control Devdhar Patel H. Siegelmann OffRL 37 0 0 11 Oct 2024
FRASA: An End-to-End Reinforcement Learning Agent for Fall Recovery and Stand Up of Humanoid Robots Clément Gaspard Marc Duclusaud G. Passault Mélodie Daniel Olivier Ly 38 3 0 11 Oct 2024
Neuroplastic Expansion in Deep Reinforcement Learning Jiashun Liu J. Obando-Ceron Rameswar Panda L. Pan 44 3 0 10 Oct 2024
Zero-Shot Generalization of Vision-Based RL Without Data Augmentation Sumeet Batra Gaurav Sukhatme OffRL DRL 36 2 0 09 Oct 2024
ETGL-DDPG: A Deep Deterministic Policy Gradient Algorithm for Sparse Reward Continuous Control Ehsan Futuhi Shayan Karimi Chao Gao Martin Müller 43 1 0 07 Oct 2024
Regressing the Relative Future: Efficient Policy Optimization for Multi-turn RLHF Zhaolin Gao Wenhao Zhan Jonathan D. Chang Gokul Swamy Kianté Brantley Jason D. Lee Wen Sun OffRL 78 3 0 06 Oct 2024
Diffusion Meets Options: Hierarchical Generative Skill Composition for Temporally-Extended Tasks Zeyu Feng Hao Luan Kevin Yuchen Ma Harold Soh 32 2 0 03 Oct 2024
Autonomous Driving at Unsignalized Intersections: A Review of Decision-Making Challenges and Reinforcement Learning-Based Solutions Mohammad K. Al-Sharman Luc Edes Bert Sun Vishal Jayakumar Mohamed A. Daoud Derek Rayside W. Melek 29 1 0 20 Sep 2024
BetterBodies: Reinforcement Learning guided Diffusion for Antibody Sequence Design Yannick Vogt Mehdi Naouar M. Kalweit Christoph Cornelius Miething Justus Duyster Joschka Boedecker Gabriel Kalweit DiffM 42 0 0 09 Sep 2024
Simplex-enabled Safe Continual Learning Machine H. Cao Y. Mao Yihao Cai L. Sha Marco Caccamo 44 3 0 05 Sep 2024
Compatible Gradient Approximations for Actor-Critic Algorithms Baturay Saglam Dionysis Kalogerias 37 0 0 02 Sep 2024
RAIN: Reinforcement Algorithms for Improving Numerical Weather and Climate Models Pritthijit Nath Henry Moss Emily Shuckburgh Mark Webb AI4Cl AI4CE 54 0 0 28 Aug 2024
Optimizing TD3 for 7-DOF Robotic Arm Grasping: Overcoming Suboptimality with Exploration-Enhanced Contrastive Learning Wen-Han Hsieh Jen-Yuan Chang 26 0 0 26 Aug 2024
LSR-IGRU: Stock Trend Prediction Based on Long Short-Term Relationships and Improved GRU Peng Zhu Yuante Li Yifan Hu Qinyuan Liu Dawei Cheng Yuqi Liang AIFin AI4TS 46 4 0 26 Aug 2024
SAMBO-RL: Shifts-aware Model-based Offline Reinforcement Learning Wang Luo Haoran Li Zicheng Zhang Congying Han Jiayu Lv Tiande Guo OffRL 48 1 0 23 Aug 2024