Distributional Reinforcement Learning with Quantile Regression

27 October 2017

Papers citing "Distributional Reinforcement Learning with Quantile Regression"

50 / 401 papers shown

Title
The Difficulty of Passive Learning in Deep Reinforcement Learning Georg Ostrovski Pablo Samuel Castro Will Dabney OffRL 24 57 0 26 Oct 2021
Distributional Reinforcement Learning for Multi-Dimensional Reward Functions Pushi Zhang Xiaoyu Chen Li Zhao Wei Xiong Tao Qin Tie-Yan Liu OffRL 23 19 0 26 Oct 2021
Automating Control of Overestimation Bias for Reinforcement Learning Arsenii Kuznetsov Alexander Grishin Artem Tsypin Arsenii Ashukha Artur Kadurin Dmitry Vetrov OffRL 6 2 0 26 Oct 2021
Offline Reinforcement Learning with Value-based Episodic Memory Xiaoteng Ma Yiqin Yang Haotian Hu Qihan Liu Jun Yang Chongjie Zhang Qianchuan Zhao Bin Liang OffRL 40 42 0 19 Oct 2021
Reinforcement Learning-Based Coverage Path Planning with Implicit Cellular Decomposition Javad Heydari Olimpiya Saha Viswanath Ganapathy OffRL 18 13 0 18 Oct 2021
Value Penalized Q-Learning for Recommender Systems Chengqian Gao Ke Xu Kuangqi Zhou Lanqing Li Xueqian Wang Bo Yuan P. Zhao OffRL 54 20 0 15 Oct 2021
StARformer: Transformer with State-Action-Reward Representations for Visual Reinforcement Learning Jinghuan Shang Kumara Kahatapitiya Xiang Li Michael S. Ryoo OffRL 45 33 0 12 Oct 2021
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 214 852 0 12 Oct 2021
Learning Pessimism for Robust and Efficient Off-Policy Reinforcement Learning Edoardo Cetin Oya Celiktutan OffRL 47 17 0 07 Oct 2021
Offline RL With Resource Constrained Online Deployment Jayanth Reddy Regatti A. Deshmukh Frank Cheng Young Hun Jung Abhishek Gupta Ürün Dogan OffRL 13 2 0 07 Oct 2021
The Benefits of Being Categorical Distributional: Uncertainty-aware Regularized Exploration in Reinforcement Learning Ke Sun Yingnan Zhao Enze Shi Yafei Wang Xiaodong Yan Bei Jiang Linglong Kong OOD OffRL UQCV 28 2 0 07 Oct 2021
You Only Evaluate Once: a Simple Baseline Algorithm for Offline RL Wonjoon Goo S. Niekum OffRL 42 8 0 05 Oct 2021
Large Batch Experience Replay Thibault Lahire M. Geist Emmanuel Rachelson OffRL 56 13 0 04 Oct 2021
Motion Planning for Autonomous Vehicles in the Presence of Uncertainty Using Reinforcement Learning K. Rezaee Peyman Yadmellat Simón Chamorro 19 21 0 01 Oct 2021
A Cramér Distance perspective on Quantile Regression based Distributional Reinforcement Learning Alix Lhéritier Nicolas Bondoux 13 5 0 01 Oct 2021
The $f$ -Divergence Reinforcement Learning Framework Chen Gong Qiang He Yunpeng Bai Zhouyi Yang Xiaoyu Chen Xinwen Hou Xianjie Zhang Yu Liu Guoliang Fan 42 3 0 24 Sep 2021
On Bonus-Based Exploration Methods in the Arcade Learning Environment Adrien Ali Taïga W. Fedus Marlos C. Machado Aaron Courville Marc G. Bellemare 24 58 0 22 Sep 2021
Regularize! Don't Mix: Multi-Agent Reinforcement Learning without Explicit Centralized Structures Chapman Siu Jason M. Traish R. Xu OffRL 16 0 0 19 Sep 2021
Greedy UnMixing for Q-Learning in Multi-Agent Reinforcement Learning Chapman Siu Jason M. Traish R. Xu 33 2 0 19 Sep 2021
Exploring the Training Robustness of Distributional Reinforcement Learning against Noisy State Observations Ke Sun Yingnan Zhao Shangling Jui Linglong Kong OOD 50 17 0 17 Sep 2021
Enabling risk-aware Reinforcement Learning for medical interventions through uncertainty decomposition Paul Festor Giulia Luise Matthieu Komorowski A. Faisal UD OffRL 34 11 0 16 Sep 2021
Exploration in Deep Reinforcement Learning: From Single-Agent to Multiagent Domain Jianye Hao Tianpei Yang Hongyao Tang Chenjia Bai Jinyi Liu Zhaopeng Meng Peng Liu Zhen Wang OffRL 41 93 0 14 Sep 2021
Eden: A Unified Environment Framework for Booming Reinforcement Learning Algorithms Ruizhi Chen Xiaoyu Wu Yansong Pan Kaizhao Yuan Ling Li ... Shaohui Peng Xishan Zhang Zidong Du Qi Guo Yunji Chen OffRL 39 3 0 04 Sep 2021
Deep Reinforcement Learning at the Edge of the Statistical Precipice Rishabh Agarwal Max Schwarzer Pablo Samuel Castro Aaron Courville Marc G. Bellemare OffRL 61 639 0 30 Aug 2021
High Performance Across Two Atari Paddle Games Using the Same Perceptual Control Architecture Without Training T. Gulrez W. Mansell 24 0 0 04 Aug 2021
Learning Risk-aware Costmaps for Traversability in Challenging Environments David D. Fan Sharmita Dey Ali-akbar Agha-mohammadi Evangelos A. Theodorou 41 30 0 25 Jul 2021
Minimizing Safety Interference for Safe and Comfortable Automated Driving with Distributional Reinforcement Learning Danial Kamran Tizian Engelgeh M. Busch Johannes Fischer Christoph Stiller OffRL 207 23 0 15 Jul 2021
Towards Quantifying the Carbon Emissions of Differentially Private Machine Learning Rakshit Naidu Harshita Diddee Ajinkya Mulay Aleti Vardhan Krithika Ramesh Ahmed S. Zamzam 37 14 0 14 Jul 2021
Conservative Offline Distributional Reinforcement Learning Yecheng Jason Ma Dinesh Jayaraman Osbert Bastani OffRL 73 79 0 12 Jul 2021
MMD-MIX: Value Function Factorisation with Maximum Mean Discrepancy for Cooperative Multi-Agent Reinforcement Learning Zhiwei Xu Dapeng Li Yunpeng Bai Guoliang Fan 16 11 0 22 Jun 2021
Automatic Risk Adaptation in Distributional Reinforcement Learning Frederik Schubert Theresa Eimer Bodo Rosenhahn Marius Lindauer 28 8 0 11 Jun 2021
Distributional Reinforcement Learning with Unconstrained Monotonic Neural Networks Thibaut Théate Antoine Wehenkel Adrien Bolland Gilles Louppe D. Ernst 24 7 0 06 Jun 2021
MICo: Improved representations via sampling-based state similarity for Markov decision processes Pablo Samuel Castro Tyler Kastner Prakash Panangaden Mark Rowland 48 35 0 03 Jun 2021
Policies for the Dynamic Traveling Maintainer Problem with Alerts P. Costa Peter Verleijsdonk Simon Voorberg A. Akçay S. Kapodistria W. Jaarsveld Yingqian Zhang 33 6 0 31 May 2021
GMAC: A Distributional Perspective on Actor-Critic Framework D. W. Nam Younghoon Kim Chan Y. Park 14 17 0 24 May 2021
Ensemble Quantile Networks: Uncertainty-Aware Reinforcement Learning with Applications in Autonomous Driving C. Hoel Krister Wolff L. Laine UQCV EDL 37 38 0 21 May 2021
Uncertainty Weighted Actor-Critic for Offline Reinforcement Learning Yue Wu Shuangfei Zhai Nitish Srivastava J. Susskind Jian Zhang Ruslan Salakhutdinov Hanlin Goh EDL OffRL OnRL 21 184 0 17 May 2021
Non-decreasing Quantile Function Network with Efficient Exploration for Distributional Reinforcement Learning Fan Zhou Zhoufan Zhu Qi Kuang Liwen Zhang OffRL 20 16 0 14 May 2021
Interpretable performance analysis towards offline reinforcement learning: A dataset perspective Chenyang Xi Bo Tang Jiajun Shen Xinfu Liu Zhiyu Li Xueying Li OffRL 24 1 0 12 May 2021
Adapting to Reward Progressivity via Spectral Reinforcement Learning Michael Dann John Thangarajah 6 3 0 29 Apr 2021
Universal Off-Policy Evaluation Yash Chandak S. Niekum Bruno C. da Silva Erik Learned-Miller Emma Brunskill Philip S. Thomas OffRL ELM 39 52 0 26 Apr 2021
Off-Policy Risk Assessment in Contextual Bandits Audrey Huang Liu Leqi Zachary Chase Lipton Kamyar Azizzadenesheli OffRL 29 36 0 18 Apr 2021
In Defense of the Paper Owen Lockwood 19 0 0 16 Apr 2021
Online and Offline Reinforcement Learning by Planning with a Learned Model Julian Schrittwieser Thomas Hubert Amol Mandhane M. Barekatain Ioannis Antonoglou David Silver OffRL 31 114 0 13 Apr 2021
Risk-Conditioned Distributional Soft Actor-Critic for Risk-Sensitive Navigation Jinyoung Choi C. Dance Jung-Eun Kim Seulbin Hwang Kyungsik Park UQCV 20 26 0 07 Apr 2021
Bayesian Distributional Policy Gradients Luchen Li A. Faisal BDL OffRL 34 9 0 20 Mar 2021
STEP: Stochastic Traversability Evaluation and Planning for Risk-Aware Off-road Navigation David D. Fan K. Otsu Y. Kubo Anushri Dixit J. W. Burdick Ali-Akbar Agha-Mohammadi 38 57 0 04 Mar 2021
Flexible Model Aggregation for Quantile Regression Rasool Fakoor Tae-Soo Kim Jonas W. Mueller Alexander J. Smola R. Tibshirani 22 19 0 26 Feb 2021
On The Effect of Auxiliary Tasks on Representation Dynamics Clare Lyle Mark Rowland Georg Ostrovski Will Dabney 37 69 0 25 Feb 2021
SENTINEL: Taming Uncertainty with Ensemble-based Distributional Reinforcement Learning Hannes Eriksson D. Basu Mina Alibeigi Christos Dimitrakakis OffRL 23 18 0 22 Feb 2021