Learning Dynamic Attribute-factored World Models for Efficient
Multi-object Reinforcement Learning

Learning Dynamic Attribute-factored World Models for Efficient Multi-object Reinforcement Learning

18 July 2023

Sara Magliacane

Papers citing "Learning Dynamic Attribute-factored World Models for Efficient Multi-object Reinforcement Learning"

12 / 12 papers shown

Title
BlendRL: A Framework for Merging Symbolic and Neural Policy Learning Hikaru Shindo Quentin Delfosse Devendra Singh Dhami Kristian Kersting 71 3 0 15 Oct 2024
Discovering Object-Centric Generalized Value Functions From Pixels Somjit Nath G. Subbaraj Khimya Khetarpal Samira Ebrahimi Kahou OCL 50 2 0 27 Apr 2023
Toward Compositional Generalization in Object-Oriented World Modeling Linfeng Zhao Lingzhi Kong Robin Walters Lawson L. S. Wong OCL 43 21 0 28 Apr 2022
Factored Adaptation for Non-Stationary Reinforcement Learning Fan Feng Erdun Gao Kun Zhang Sara Magliacane CML OffRL 103 32 0 30 Mar 2022
AdaRL: What, Where, and How to Adapt in Transfer Reinforcement Learning Erdun Gao Fan Feng Chaochao Lu Sara Magliacane Kun Zhang 76 66 0 06 Jul 2021
Self-supervised Visual Reinforcement Learning with Object-centric Representations Andrii Zadaianchuk Maximilian Seitzer Georg Martius SSL OCL 40 41 0 29 Nov 2020
Object-Centric Learning with Slot Attention Francesco Locatello Dirk Weissenborn Thomas Unterthiner Aravindh Mahendran G. Heigold Jakob Uszkoreit Alexey Dosovitskiy Thomas Kipf OCL 185 832 0 26 Jun 2020
Curiosity-Driven Multi-Criteria Hindsight Experience Replay John Lanier Stephen Marcus McAleer Pierre Baldi OffRL 47 25 0 09 Jun 2019
COBRA: Data-Efficient Model-Based RL through Unsupervised Object Discovery and Curiosity-Driven Exploration Nicholas Watters Loic Matthey Matko Bosnjak Christopher P. Burgess Alexander Lerchner OffRL 102 117 0 22 May 2019
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 248 18,685 0 20 Jul 2017
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 330 12,662 0 11 Dec 2014
Efficient Solution Algorithms for Factored MDPs Carlos Guestrin D. Koller Ronald E. Parr Shobha Venkataraman 105 537 0 09 Jun 2011