Is Deep Reinforcement Learning Really Superhuman on Atari? Leveling the playing field

13 August 2019

Papers citing "Is Deep Reinforcement Learning Really Superhuman on Atari? Leveling the playing field"

20 / 20 papers shown

Title
Beyond The Rainbow: High Performance Deep Reinforcement Learning on a Desktop PC Tyler Clark Mark Towers Christine Evers Jonathon Hare OffRL 38 0 0 06 Nov 2024
HackAtari: Atari Learning Environments for Robust and Continual Reinforcement Learning Quentin Delfosse Jannis Blüml Bjarne Gregori Kristian Kersting 31 7 0 06 Jun 2024
Open RL Benchmark: Comprehensive Tracked Experiments for Reinforcement Learning Shengyi Huang Quentin Gallouedec Florian Felten Antonin Raffin Rousslan Fernand Julien Dossa ... Alexander Nikulin Xiao Hu Tianlin Liu Jongwook Choi Brent Yi OffRL 29 8 0 05 Feb 2024
OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments Quentin Delfosse Jannis Blüml Bjarne Gregori Sebastian Sztwiertnia Kristian Kersting 48 17 0 14 Jun 2023
Eventual Discounting Temporal Logic Counterfactual Experience Replay Cameron Voloshin Abhinav Verma Yisong Yue OffRL 26 11 0 03 Mar 2023
Generalized Data Distribution Iteration Jiajun Fan Changnan Xiao OffRL 19 12 0 07 Jun 2022
A General, Evolution-Inspired Reward Function for Social Robotics Thomas Kingsford 24 0 0 01 Feb 2022
A Review for Deep Reinforcement Learning in Atari:Benchmarks, Challenges, and Solutions Jiajun Fan OffRL 34 19 0 08 Dec 2021
GRI: General Reinforced Imitation and its Application to Vision-Based Autonomous Driving Raphael Chekroun Marin Toromanoff Sascha Hornauer Fabien Moutarde 39 60 0 16 Nov 2021
More Efficient Exploration with Symbolic Priors on Action Sequence Equivalences Toby Johnstone Nathan Grinsztajn Johan Ferret Philippe Preux 28 0 0 20 Oct 2021
End-to-End Urban Driving by Imitating a Reinforcement Learning Coach Zhejun Zhang Alexander Liniger Dengxin Dai Feng Yu Luc Van Gool 27 196 0 18 Aug 2021
GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning Jiajun Fan Changnan Xiao Yue Huang OffRL 13 10 0 11 Jun 2021
Spectral Normalisation for Deep Reinforcement Learning: an Optimisation Perspective Florin Gogianu Tudor Berariu Mihaela Rosca Claudia Clopath L. Buşoniu Razvan Pascanu 24 54 0 11 May 2021
CASA: Bridging the Gap between Policy Improvement and Policy Evaluation with Conflict Averse Policy Iteration Changnan Xiao Haosen Shi Jiajun Fan Shihong Deng Haiyan Yin 19 0 0 09 May 2021
Shielding Atari Games with Bounded Prescience Mirco Giacobbe Mohammadhosein Hasanbeig Daniel Kroening H. Wijk 18 23 0 20 Jan 2021
Mastering Atari with Discrete World Models Danijar Hafner Timothy Lillicrap Mohammad Norouzi Jimmy Ba DRL 53 823 0 05 Oct 2020
First return, then explore Adrien Ecoffet Joost Huizinga Joel Lehman Kenneth O. Stanley Jeff Clune 47 352 0 27 Apr 2020
Agent57: Outperforming the Atari Human Benchmark Adria Puigdomenech Badia Bilal Piot Steven Kapturowski Pablo Sprechmann Alex Vitvitskyi Daniel Guo Charles Blundell OffRL 29 510 0 30 Mar 2020
No-Regret Exploration in Goal-Oriented Reinforcement Learning Jean Tarbouriech Evrard Garcelon Michal Valko Matteo Pirotta A. Lazaric 8 45 0 07 Dec 2019
Simulation-based reinforcement learning for real-world autonomous driving B. Osinski Adam Jakubowski Piotr Milos Pawel Ziecina Christopher Galias S. Homoceanu Henryk Michalewski 35 122 0 29 Nov 2019