OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments

14 June 2023

Quentin Delfosse

Jannis Blüml

Bjarne Gregori

Sebastian Sztwiertnia

Kristian Kersting

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Papers citing "OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments"

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Title
Better Decisions through the Right Causal World Model Elisabeth Dillies Quentin Delfosse Jannis Blüml Raban Emunds Florian Peter Busch Kristian Kersting 34 0 0 09 Apr 2025
The Dual-Route Model of Induction Sheridan Feucht Eric Todd Byron C. Wallace David Bau 32 0 0 03 Apr 2025
Interpretable end-to-end Neurosymbolic Reinforcement Learning agents Nils Grandien Quentin Delfosse Kristian Kersting OffRL 27 2 0 18 Oct 2024
BlendRL: A Framework for Merging Symbolic and Neural Policy Learning Hikaru Shindo Quentin Delfosse Devendra Singh Dhami Kristian Kersting 43 3 0 15 Oct 2024
EXPIL: Explanatory Predicate Invention for Learning in Games Jingyuan Sha Hikaru Shindo Quentin Delfosse Kristian Kersting Devendra Singh Dhami 25 5 0 10 Jun 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
Interpretable and Editable Programmatic Tree Policies for Reinforcement Learning Hector Kohler Quentin Delfosse R. Akrour Kristian Kersting Philippe Preux 62 14 0 23 May 2024
End-to-End Neuro-Symbolic Reinforcement Learning with Textual Explanations Lirui Luo Guoxi Zhang Hongming Xu Yaodong Yang Cong Fang Qing Li 37 11 0 19 Mar 2024
Pix2Code: Learning to Compose Neural Visual Concepts as Programs Antonia Wüst Wolfgang Stammer Quentin Delfosse Devendra Singh Dhami Kristian Kersting 49 13 0 13 Feb 2024
Uni-RLHF: Universal Platform and Benchmark Suite for Reinforcement Learning with Diverse Human Feedback Yifu Yuan Jianye Hao Yi Ma Zibin Dong Hebin Liang Jinyi Liu Zhixin Feng Kai-Wen Zhao Yan Zheng OffRL ALM 24 14 0 04 Feb 2024
Interpretable Concept Bottlenecks to Align Reinforcement Learning Agents Quentin Delfosse Sebastian Sztwiertnia M. Rothermel Wolfgang Stammer Kristian Kersting 55 18 0 11 Jan 2024
Interpretable and Explainable Logical Policies via Neurally Guided Symbolic Abstraction Quentin Delfosse Hikaru Shindo Devendra Singh Dhami Kristian Kersting 30 35 0 02 Jun 2023
Boosting Object Representation Learning via Motion and Object Continuity Quentin Delfosse Wolfgang Stammer Thomas Rothenbacher Dwarak Vittal Kristian Kersting OCL 49 20 0 16 Nov 2022
Atari-5: Distilling the Arcade Learning Environment down to Five Games Matthew Aitchison Penny Sweetser Marcus Hutter 50 19 0 05 Oct 2022
Human-level Atari 200x faster Steven Kapturowski Victor Campos Ray Jiang Nemanja Rakićević Hado van Hasselt Charles Blundell Adria Puigdomenech Badia OffRL 52 28 0 15 Sep 2022
Compositional Multi-Object Reinforcement Learning with Linear Relation Networks Davide Mambelli Frederik Trauble Stefan Bauer Bernhard Schölkopf Francesco Locatello OCL 33 17 0 31 Jan 2022
iGibson 2.0: Object-Centric Simulation for Robot Learning of Everyday Household Tasks Chengshu Li Fei Xia Roberto Martín-Martín Michael Lingelbach S. Srivastava ... Karen Liu H. Gweon Jiajun Wu Li Fei-Fei Silvio Savarese LM&Ro 168 224 0 06 Aug 2021
Adaptive Rational Activations to Boost Deep Reinforcement Learning Quentin Delfosse P. Schramowski Martin Mundt Alejandro Molina Kristian Kersting 37 14 0 18 Feb 2021
Decoupling Representation Learning from Reinforcement Learning Adam Stooke Kimin Lee Pieter Abbeel Michael Laskin SSL DRL 284 341 0 14 Sep 2020
Relevance-Guided Modeling of Object Dynamics for Reinforcement Learning William Agnew Pedro M. Domingos OffRL 31 3 0 03 Mar 2020
Learning from the memory of Atari 2600 Jakub Sygnowski Henryk Michalewski 42 12 0 04 May 2016