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
Mapless Navigation of a Hybrid Aerial Underwater Vehicle with Deep Reinforcement Learning Through Environmental Generalization Ricardo B. Grando J. C. Jesus V. A. Kich A. H. Kolling R. S. Guerra Paulo L. J. Drews-Jr 41 13 0 13 Sep 2022
Deep Reinforcement Learning for Cryptocurrency Trading: Practical Approach to Address Backtest Overfitting Berend Gort Xiao-Yang Liu Xinghang Sun Jiechao Gao Shuai Chen Chris Wang 32 13 0 12 Sep 2022
A Deep Reinforcement Learning Strategy for UAV Autonomous Landing on a Platform Zhiling Jiang Guang-hua Song 13 9 0 07 Sep 2022
When Bioprocess Engineering Meets Machine Learning: A Survey from the Perspective of Automated Bioprocess Development Nghia Duong-Trung Stefan Born Jong Woo Kim M. Schermeyer Katharina Paulick ... Thorben Werner Randolf Scholz Lars Schmidt-Thieme Peter Neubauer Ernesto Martinez 39 20 0 02 Sep 2022
Goal-Conditioned Q-Learning as Knowledge Distillation Alexander Levine S. Feizi OffRL 24 2 0 28 Aug 2022
SupervisorBot: NLP-Annotated Real-Time Recommendations of Psychotherapy Treatment Strategies with Deep Reinforcement Learning Baihan Lin Guillermo Cecchi Djallel Bouneffouf OffRL 29 12 0 27 Aug 2022
Turning Mathematics Problems into Games: Reinforcement Learning and Gröbner bases together solve Integer Feasibility Problems Yue Wu J. D. Loera 24 4 0 25 Aug 2022
A Comparison of Reinforcement Learning Frameworks for Software Testing Tasks Paulina Stevia Nouwou Mindom Amin Nikanjam Foutse Khomh OffRL 22 10 0 25 Aug 2022
An intelligent algorithmic trading based on a risk-return reinforcement learning algorithm Boyin Jin 24 1 0 23 Aug 2022
Entropy Enhanced Multi-Agent Coordination Based on Hierarchical Graph Learning for Continuous Action Space Yining Chen Ke Wang Guang-hua Song Xiaohong Jiang 28 3 0 23 Aug 2022
Trustworthy Federated Learning via Blockchain Zhanpeng Yang Yuanming Shi Yong Zhou Zixin Wang Kai Yang 39 68 0 13 Aug 2022
Fairness Based Energy-Efficient 3D Path Planning of a Portable Access Point: A Deep Reinforcement Learning Approach N. Babu I. Donevski Álvaro Valcarce P. Popovski J. J. Nielsen C. Papadias 16 12 0 10 Aug 2022
Multi-Task Fusion via Reinforcement Learning for Long-Term User Satisfaction in Recommender Systems Qihua Zhang Junning Liu Yuzhuo Dai Yiyan Qi Yifan Yuan Kunlun Zheng Fan Huang Xianfeng Tan OffRL 35 50 0 09 Aug 2022
Automating DBSCAN via Deep Reinforcement Learning Ruitong Zhang Hao Peng Yingtong Dou Jia Wu Qingyun Sun Jingyi Zhang Philip S. Yu OffRL 24 19 0 09 Aug 2022
Biologically Plausible Training of Deep Neural Networks Using a Top-down Credit Assignment Network Jian-Hui Chen Cheng-Lin Liu Zuoren Wang 28 0 0 01 Aug 2022
Robot Policy Learning from Demonstration Using Advantage Weighting and Early Termination A. Mohtasib Gerhard Neumann Heriberto Cuayáhuitl OffRL 44 2 0 31 Jul 2022
Unified Automatic Control of Vehicular Systems with Reinforcement Learning Zhongxia Yan Abdul Rahman Kreidieh Eugene Vinitsky Alexandre M. Bayen Cathy Wu AI4CE 32 41 0 30 Jul 2022
Meta Reinforcement Learning with Successor Feature Based Context Xu Han Feng Wu OffRL LRM 42 3 0 29 Jul 2022
An Enhanced Graph Representation for Machine Learning Based Automatic Intersection Management Marvin Klimke Jasper Gerigk Benjamin Völz M. Buchholz 30 9 0 18 Jul 2022
Asset Allocation: From Markowitz to Deep Reinforcement Learning Ricard Durall 21 4 0 14 Jul 2022
Vessel-following model for inland waterways based on deep reinforcement learning Fabian Hart Ostap Okhrin M. Treiber 48 11 0 07 Jul 2022
Offline RL Policies Should be Trained to be Adaptive Dibya Ghosh Anurag Ajay Pulkit Agrawal Sergey Levine OffRL 35 45 0 05 Jul 2022
Goal-Conditioned Generators of Deep Policies Francesco Faccio Vincent Herrmann Aditya A. Ramesh Louis Kirsch Jürgen Schmidhuber OffRL 42 8 0 04 Jul 2022
General Policy Evaluation and Improvement by Learning to Identify Few But Crucial States Francesco Faccio Aditya A. Ramesh Vincent Herrmann J. Harb Jürgen Schmidhuber OffRL 44 8 0 04 Jul 2022
Asynchronous Curriculum Experience Replay: A Deep Reinforcement Learning Approach for UAV Autonomous Motion Control in Unknown Dynamic Environments Zijian Hu Xiao-guang Gao Kaifang Wan Qianglong Wang Yiwei Zhai 40 10 0 04 Jul 2022
USHER: Unbiased Sampling for Hindsight Experience Replay Liam Schramm Yunfu Deng Edgar Granados Abdeslam Boularias 19 4 0 03 Jul 2022
Stabilizing Off-Policy Deep Reinforcement Learning from Pixels Edoardo Cetin Philip J. Ball Steve Roberts Oya Celiktutan 40 36 0 03 Jul 2022
Learning fast and agile quadrupedal locomotion over complex terrain Xu Chang Zhitong Zhang Honglei An Hongxu Ma Qing Wei 29 0 0 02 Jul 2022
Generalized Policy Improvement Algorithms with Theoretically Supported Sample Reuse James Queeney I. Paschalidis Christos G. Cassandras OffRL 32 2 0 28 Jun 2022
Analysis of Stochastic Processes through Replay Buffers Shirli Di-Castro Shashua Shie Mannor Dotan Di-Castro 36 6 0 26 Jun 2022
Interactive Visual Reasoning under Uncertainty Manjie Xu Guangyuan Jiang Wei Liang Song-Chun Zhu Yixin Zhu LRM 49 5 0 18 Jun 2022
Fast Population-Based Reinforcement Learning on a Single Machine Arthur Flajolet Claire Bizon Monroc Karim Beguir Thomas Pierrot OffRL 35 10 0 17 Jun 2022
SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments Mohan Zhang Xiaozhou Wang Benjamin Decardi-Nelson Bo Song A. Zhang ... Jiayi Cheng Xiaohong Liu DengDeng Yu Matthew Poon Animesh Garg 26 4 0 17 Jun 2022
Towards Human-Level Bimanual Dexterous Manipulation with Reinforcement Learning Yuanpei Chen Tianhao Wu Shengjie Wang Xidong Feng Jiechuan Jiang ... Yiran Geng Hao Dong Zongqing Lu Song-Chun Zhu Yaodong Yang OffRL 51 110 0 17 Jun 2022
Contrastive Learning as Goal-Conditioned Reinforcement Learning Benjamin Eysenbach Tianjun Zhang Ruslan Salakhutdinov Sergey Levine SSL OffRL 42 141 0 15 Jun 2022
Safe-FinRL: A Low Bias and Variance Deep Reinforcement Learning Implementation for High-Freq Stock Trading Zitao Song Xuyang Jin Chenliang Li OffRL AIFin 29 1 0 13 Jun 2022
Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations Cong Lu Philip J. Ball Tim G. J. Rudner Jack Parker-Holder Michael A. Osborne Yee Whye Teh OffRL 32 52 0 09 Jun 2022
Overcoming the Spectral Bias of Neural Value Approximation Ge Yang Anurag Ajay Pulkit Agrawal 36 25 0 09 Jun 2022
Biologically Inspired Dynamic Thresholds for Spiking Neural Networks Jianchuan Ding B. Dong Felix Heide Yufei Ding Yunduo Zhou Baocai Yin Xin Yang 20 24 0 09 Jun 2022
Action Noise in Off-Policy Deep Reinforcement Learning: Impact on Exploration and Performance Jakob J. Hollenstein Sayantan Auddy Matteo Saveriano Erwan Renaudo J. Piater 46 17 0 08 Jun 2022
Meta-Learning Parameterized Skills Haotian Fu Shangqun Yu Saket Tiwari Michael Littman George Konidaris 38 6 0 07 Jun 2022
Robust Adversarial Attacks Detection based on Explainable Deep Reinforcement Learning For UAV Guidance and Planning Tom Hickling Nabil Aouf P. Spencer AAML 30 50 0 06 Jun 2022
Offline RL for Natural Language Generation with Implicit Language Q Learning Charles Burton Snell Ilya Kostrikov Yi Su Mengjiao Yang Sergey Levine OffRL 144 103 0 05 Jun 2022
Reincarnating Reinforcement Learning: Reusing Prior Computation to Accelerate Progress Rishabh Agarwal Max Schwarzer Pablo Samuel Castro Rameswar Panda Marc G. Bellemare OffRL OnRL 37 63 0 03 Jun 2022
Deep Transformer Q-Networks for Partially Observable Reinforcement Learning Kevin Esslinger Robert W. Platt Chris Amato OffRL 35 35 0 02 Jun 2022
ResAct: Reinforcing Long-term Engagement in Sequential Recommendation with Residual Actor Wanqi Xue Qingpeng Cai Ruohan Zhan Dong Zheng Peng Jiang Kun Gai Bo An OffRL 32 24 0 01 Jun 2022
On the Robustness of Safe Reinforcement Learning under Observational Perturbations Zuxin Liu Zijian Guo Zhepeng Cen Huan Zhang Jie Tan Bo-wen Li Ding Zhao OOD OffRL 48 35 0 29 May 2022
Constrained Reinforcement Learning for Short Video Recommendation Qingpeng Cai Ruohan Zhan Chi Zhang Jie Zheng Guangwei Ding Pinghua Gong Dong Zheng Peng Jiang 33 6 0 26 May 2022
Memory-efficient Reinforcement Learning with Value-based Knowledge Consolidation Qingfeng Lan Yangchen Pan Jun Luo A. R. Mahmood OffRL 36 8 0 22 May 2022
The Sufficiency of Off-Policyness and Soft Clipping: PPO is still Insufficient according to an Off-Policy Measure Xing Chen Dongcui Diao Hechang Chen Hengshuai Yao Haiyin Piao Zhixiao Sun Zhiwei Yang Randy Goebel Bei Jiang Yi-Ju Chang OffRL 43 8 0 20 May 2022