When to use parametric models in reinforcement learning?

12 June 2019

Papers citing "When to use parametric models in reinforcement learning?"

24 / 124 papers shown

Title
Forethought and Hindsight in Credit Assignment Veronica Chelu Doina Precup H. V. Hasselt 22 25 0 26 Oct 2020
Masked Contrastive Representation Learning for Reinforcement Learning Jinhua Zhu Yingce Xia Lijun Wu Jiajun Deng Wen-gang Zhou Tao Qin Houqiang Li SSL OffRL 34 55 0 15 Oct 2020
Local Search for Policy Iteration in Continuous Control Jost Tobias Springenberg N. Heess D. Mankowitz J. Merel Arunkumar Byravan ... Julian Schrittwieser Yuval Tassa J. Buchli Dan Belov Martin Riedmiller OffRL 22 15 0 12 Oct 2020
Offline Learning for Planning: A Summary Giorgio Angelotti Nicolas Drougard Caroline Ponzoni Carvalho Chanel OffRL 22 4 0 05 Oct 2020
On the model-based stochastic value gradient for continuous reinforcement learning Brandon Amos Samuel Stanton Denis Yarats A. Wilson 24 71 0 28 Aug 2020
Improved Memories Learning Francesco Varoli G. Novati Pantelis R. Vlachas Petros Koumoutsakos OffRL AI4TS 9 0 0 24 Aug 2020
Understanding and Mitigating the Limitations of Prioritized Experience Replay Yangchen Pan Jincheng Mei Amir-massoud Farahmand Martha White Hengshuai Yao Mohsen Rohani Jun Luo 24 11 0 19 Jul 2020
Learning to Sample with Local and Global Contexts in Experience Replay Buffer Youngmin Oh Kimin Lee Jinwoo Shin Eunho Yang Sung Ju Hwang OffRL 9 16 0 14 Jul 2020
Revisiting Fundamentals of Experience Replay W. Fedus Prajit Ramachandran Rishabh Agarwal Yoshua Bengio Hugo Larochelle Mark Rowland Will Dabney KELM OffRL 30 235 0 13 Jul 2020
Data-Efficient Reinforcement Learning with Self-Predictive Representations Max Schwarzer Ankesh Anand Rishab Goel R. Devon Hjelm Aaron Courville Philip Bachman 41 312 0 12 Jul 2020
Learning Retrospective Knowledge with Reverse Reinforcement Learning Shangtong Zhang Vivek Veeriah Shimon Whiteson OffRL AI4TS 16 13 0 09 Jul 2020
SUNRISE: A Simple Unified Framework for Ensemble Learning in Deep Reinforcement Learning Kimin Lee Michael Laskin A. Srinivas Pieter Abbeel OffRL 25 199 0 09 Jul 2020
Selective Dyna-style Planning Under Limited Model Capacity Zaheer Abbas Samuel Sokota Erin J. Talvitie Martha White 37 32 0 05 Jul 2020
Expected Eligibility Traces H. V. Hasselt Sephora Madjiheurem Matteo Hessel David Silver André Barreto Diana Borsa 15 37 0 03 Jul 2020
Model-based Reinforcement Learning: A Survey Thomas M. Moerland Joost Broekens Aske Plaat Catholijn M. Jonker OffRL 36 47 0 30 Jun 2020
Efficient Model-Based Reinforcement Learning through Optimistic Policy Search and Planning Sebastian Curi Felix Berkenkamp Andreas Krause 33 82 0 15 Jun 2020
Hallucinating Value: A Pitfall of Dyna-style Planning with Imperfect Environment Models Taher Jafferjee Ehsan Imani Erin J. Talvitie Martha White Micheal Bowling 20 32 0 08 Jun 2020
Acme: A Research Framework for Distributed Reinforcement Learning Matthew W. Hoffman Bobak Shahriari John Aslanides Gabriel Barth-Maron Nikola Momchev ... Srivatsan Srinivasan A. Cowie Ziyun Wang Bilal Piot Nando de Freitas 65 225 0 01 Jun 2020
Lifelong Control of Off-grid Microgrid with Model Based Reinforcement Learning Simone Totaro Ioannis Boukas Anders Jonsson Bertrand Cornélusse 6 30 0 16 May 2020
How to Learn a Useful Critic? Model-based Action-Gradient-Estimator Policy Optimization P. DÓro Wojciech Ja'skowski OffRL 30 27 0 29 Apr 2020
Image Augmentation Is All You Need: Regularizing Deep Reinforcement Learning from Pixels Ilya Kostrikov Denis Yarats Rob Fergus OffRL 45 774 0 28 Apr 2020
CURL: Contrastive Unsupervised Representations for Reinforcement Learning A. Srinivas Michael Laskin Pieter Abbeel SSL DRL OffRL 49 1,063 0 08 Apr 2020
Biologically inspired architectures for sample-efficient deep reinforcement learning Pierre Harvey Richemond Arinbjorn Kolbeinsson Yike Guo 27 2 0 25 Nov 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 29 843 0 01 Mar 2019