Benchmarking Model-Based Reinforcement Learning

Benchmarking Model-Based Reinforcement Learning

3 July 2019

Eric D. Langlois

Matthew Shunshi Zhang

Pieter Abbeel

Jimmy Ba

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Papers citing "Benchmarking Model-Based Reinforcement Learning"

14 / 214 papers shown

Title
Learning to Combat Compounding-Error in Model-Based Reinforcement Learning Chenjun Xiao Yifan Wu Chen Ma Dale Schuurmans Martin Müller OffRL 78 44 0 24 Dec 2019
Combining Q-Learning and Search with Amortized Value Estimates Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez Tobias Pfaff T. Weber Lars Buesing Peter W. Battaglia OffRL 87 48 0 05 Dec 2019
Dream to Control: Learning Behaviors by Latent Imagination Danijar Hafner Timothy Lillicrap Jimmy Ba Mohammad Norouzi VLM 170 1,376 0 03 Dec 2019
Deep Model-Based Reinforcement Learning via Estimated Uncertainty and Conservative Policy Optimization Qi Zhou Houqiang Li Jie Wang 67 17 0 28 Nov 2019
Asynchronous Methods for Model-Based Reinforcement Learning Yunzhi Zhang I. Clavera Bo-Yu Tsai Pieter Abbeel OffRL 60 27 0 28 Oct 2019
Striving for Simplicity and Performance in Off-Policy DRL: Output Normalization and Non-Uniform Sampling Che Wang Yanqiu Wu Q. Vuong George Andriopoulos 36 6 0 05 Oct 2019
Model Imitation for Model-Based Reinforcement Learning Yueh-hua Wu Ting-Han Fan Peter J. Ramadge H. Su OffRL 46 16 0 25 Sep 2019
Multi-task Batch Reinforcement Learning with Metric Learning Jiachen Li Q. Vuong Shuang Liu Minghua Liu K. Ciosek George Andriopoulos Henrik I. Christensen H. Su OffRL 65 2 0 25 Sep 2019
MDP Playground: An Analysis and Debug Testbed for Reinforcement Learning Raghunandan Rajan Jessica Lizeth Borja Diaz Suresh Guttikonda Fabio Ferreira André Biedenkapp Jan Ole von Hartz Frank Hutter 141 4 0 17 Sep 2019
Making Efficient Use of Demonstrations to Solve Hard Exploration Problems T. Paine Çağlar Gülçehre Bobak Shahriari Misha Denil Matt Hoffman ... Duncan Williams Gabriel Barth-Maron Ziyun Wang Nando de Freitas Worlds Team 82 84 0 03 Sep 2019
Reinforcement learning with world model Jingbin Liu Xinyang Gu Shuai Liu 31 0 0 30 Aug 2019
Behaviour Suite for Reinforcement Learning Ian Osband Yotam Doron Matteo Hessel John Aslanides Eren Sezener ... Satinder Singh Benjamin Van Roy R. Sutton David Silver H. V. Hasselt OffRL 115 183 0 09 Aug 2019
Baconian: A Unified Open-source Framework for Model-Based Reinforcement Learning Linsen Dong Guanyu Gao Xinyi Zhang Liangyu Chen Yonggang Wen 45 3 0 23 Apr 2019
Model-Based Reinforcement Learning for Atari Lukasz Kaiser Mohammad Babaeizadeh Piotr Milos B. Osinski R. Campbell ... Sergey Levine Afroz Mohiuddin Ryan Sepassi George Tucker Henryk Michalewski OffRL 191 870 0 01 Mar 2019