Unsupervised State Representation Learning in Atari

19 June 2019

Papers citing "Unsupervised State Representation Learning in Atari"

50 / 173 papers shown

Title
Much Easier Said Than Done: Falsifying the Causal Relevance of Linear Decoding Methods L. Hayne Abhijit Suresh Hunar Jain Rahul Kumar R. M. Carter FAtt 30 1 0 08 Nov 2022
Pretraining in Deep Reinforcement Learning: A Survey Zhihui Xie Zichuan Lin Junyou Li Shuai Li Deheng Ye OffRL OnRL AI4CE 26 23 0 08 Nov 2022
Discrete Factorial Representations as an Abstraction for Goal Conditioned Reinforcement Learning Riashat Islam Hongyu Zang Anirudh Goyal Alex Lamb Kenji Kawaguchi Xin-hui Li Romain Laroche Yoshua Bengio Rémi Tachet des Combes OffRL AI4CE 23 9 0 01 Nov 2022
Evaluating Long-Term Memory in 3D Mazes J. Pašukonis Timothy Lillicrap Danijar Hafner 3DV 19 21 0 24 Oct 2022
RMBench: Benchmarking Deep Reinforcement Learning for Robotic Manipulator Control Yanfei Xiang Xin Wang Shu Hu Bin Zhu Xiaomeng Huang Xi Wu Siwei Lyu SSL 29 5 0 20 Oct 2022
PI-QT-Opt: Predictive Information Improves Multi-Task Robotic Reinforcement Learning at Scale Kuang-Huei Lee Ted Xiao A. Li Paul Wohlhart Ian S. Fischer Yao Lu 48 10 0 15 Oct 2022
Causality-driven Hierarchical Structure Discovery for Reinforcement Learning Shaohui Peng Xin Hu Rui Zhang Ke Tang Jiaming Guo ... Xishan Zhang Zidong Du Ling Li Qi Guo Yunji Chen 21 22 0 13 Oct 2022
Contrastive Retrospection: honing in on critical steps for rapid learning and generalization in RL Chen Sun Wannan Yang Thomas Jiralerspong Dane Malenfant Benjamin Alsbury-Nealy Yoshua Bengio Blake A. Richards OffRL 17 2 0 12 Oct 2022
A Comprehensive Survey of Data Augmentation in Visual Reinforcement Learning Guozheng Ma Zhen Wang Zhecheng Yuan Xueqian Wang Bo Yuan Dacheng Tao OffRL 38 26 0 10 Oct 2022
LOPR: Latent Occupancy PRediction using Generative Models Bernard Lange Masha Itkina Mykel J. Kochenderfer AI4CE 46 5 0 03 Oct 2022
Contrastive Unsupervised Learning of World Model with Invariant Causal Features Rudra P. K. Poudel Harit Pandya R. Cipolla SSL CML 13 3 0 29 Sep 2022
Learn what matters: cross-domain imitation learning with task-relevant embeddings Tim Franzmeyer Philip Torr João F. Henriques OOD 31 20 0 24 Sep 2022
Pretraining the Vision Transformer using self-supervised methods for vision based Deep Reinforcement Learning Manuel Goulão Arlindo L. Oliveira ViT 38 6 0 22 Sep 2022
Continuous MDP Homomorphisms and Homomorphic Policy Gradient S. Rezaei-Shoshtari Rosie Zhao Prakash Panangaden D. Meger Doina Precup 33 18 0 15 Sep 2022
Sparsity Inducing Representations for Policy Decompositions Ashwin Khadke H. Geyer 16 1 0 15 Sep 2022
Self-supervised Sequential Information Bottleneck for Robust Exploration in Deep Reinforcement Learning Bang You Jingming Xie Youping Chen Jan Peters O. Arenz 16 2 0 12 Sep 2022
Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer's phenotypes A. Fedorov Eloy P. T. Geenjaar Lei Wu Tristan Sylvain T. DeRamus Margaux Luck Maria B. Misiura R. Devon Hjelm Sergey Plis Vince D. Calhoun 19 3 0 07 Sep 2022
Unsupervised Representation Learning in Deep Reinforcement Learning: A Review N. Botteghi M. Poel C. Brune SSL OffRL 33 10 0 27 Aug 2022
Light-weight probing of unsupervised representations for Reinforcement Learning Wancong Zhang Anthony GX-Chen Vlad Sobal Yann LeCun Nicolas Carion SSL OffRL 41 13 0 25 Aug 2022
Spectral Decomposition Representation for Reinforcement Learning Tongzheng Ren Tianjun Zhang Lisa Lee Joseph E. Gonzalez Dale Schuurmans Bo Dai OffRL 40 27 0 19 Aug 2022
Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning Shuang Qiu Lingxiao Wang Chenjia Bai Zhuoran Yang Zhaoran Wang SSL OffRL 26 32 0 29 Jul 2022
Is an Object-Centric Video Representation Beneficial for Transfer? Chuhan Zhang Ankush Gupta Andrew Zisserman ViT 37 27 0 20 Jul 2022
Learning Bellman Complete Representations for Offline Policy Evaluation Jonathan D. Chang Kaiwen Wang Nathan Kallus Wen Sun OffRL 29 14 0 12 Jul 2022
Game State Learning via Game Scene Augmentation C. Trivedi Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis 19 2 0 04 Jul 2022
Masked World Models for Visual Control Younggyo Seo Danijar Hafner Hao Liu Fangchen Liu Stephen James Kimin Lee Pieter Abbeel OffRL 93 146 0 28 Jun 2022
Multi-Horizon Representations with Hierarchical Forward Models for Reinforcement Learning Trevor A. McInroe Lukas Schafer Stefano V. Albrecht 24 4 0 22 Jun 2022
Robust Task Representations for Offline Meta-Reinforcement Learning via Contrastive Learning Haoqi Yuan Zongqing Lu SSL OffRL 30 36 0 21 Jun 2022
Contrastive Learning as Goal-Conditioned Reinforcement Learning Benjamin Eysenbach Tianjun Zhang Ruslan Salakhutdinov Sergey Levine SSL OffRL 28 139 0 15 Jun 2022
Visual Radial Basis Q-Network Julien Hautot Céline Teulière Nourddine Azzaoui OffRL 11 1 0 14 Jun 2022
Learning Task-Independent Game State Representations from Unlabeled Images C. Trivedi Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis SSL 16 6 0 13 Jun 2022
Zero-Episode Few-Shot Contrastive Predictive Coding: Solving intelligence tests without prior training T. Barak Y. Loewenstein 11 0 0 04 May 2022
Offline Visual Representation Learning for Embodied Navigation Karmesh Yadav Ram Ramrakhya Arjun Majumdar Vincent-Pierre Berges Sachit Kuhar Dhruv Batra Alexei Baevski Oleksandr Maksymets OffRL SSL 33 72 0 27 Apr 2022
Bisimulation Makes Analogies in Goal-Conditioned Reinforcement Learning Philippe Hansen-Estruch Amy Zhang Ashvin Nair Patrick Yin Sergey Levine AI4CE 29 27 0 27 Apr 2022
Learning Symmetric Embeddings for Equivariant World Models Jung Yeon Park Ondrej Biza Linfeng Zhao Jan-Willem van de Meent Robin G. Walters 28 42 0 24 Apr 2022
Temporal Alignment for History Representation in Reinforcement Learning Aleksandr Ermolov E. Sangineto N. Sebe AI4TS 21 2 0 07 Apr 2022
Learning List-wise Representation in Reinforcement Learning for Ads Allocation with Multiple Auxiliary Tasks Zehua Wang Guogang Liao Xiaowen Shi Xiaoxu Wu Chuheng Zhang Yongkang Wang Xingxing Wang Dong Wang OffRL 19 4 0 02 Apr 2022
Reinforcement Learning with Action-Free Pre-Training from Videos Younggyo Seo Kimin Lee Stephen James Pieter Abbeel SSL OnRL 18 117 0 25 Mar 2022
The Sandbox Environment for Generalizable Agent Research (SEGAR) R. Devon Hjelm Bogdan Mazoure Florian Golemo Felipe Vieira Frujeri Mihai Jalobeanu Andrey Kolobov LLMAG LRM 21 1 0 19 Mar 2022
Towards Self-Supervised Learning of Global and Object-Centric Representations Federico Baldassarre Hossein Azizpour SSL 3DPC OCL 35 13 0 11 Mar 2022
Integrating Contrastive Learning with Dynamic Models for Reinforcement Learning from Images Bang You O. Arenz Youping Chen Jan Peters 11 18 0 02 Mar 2022
Learning Robust Real-Time Cultural Transmission without Human Data Cultural General Intelligence Team Avishkar Bhoopchand Bethanie Brownfield Adrian Collister Agustin Dal Lago ... Alex Platonov Evan Senter Sukhdeep Singh Alexander Zacherl Lei M. Zhang VLM 44 11 0 01 Mar 2022
Mask-based Latent Reconstruction for Reinforcement Learning Tao Yu Zhizheng Zhang Cuiling Lan Yan Lu Zhibo Chen 24 44 0 28 Jan 2022
Accelerating Representation Learning with View-Consistent Dynamics in Data-Efficient Reinforcement Learning Tao Huang Jiacheng Wang Xiao Chen 34 4 0 18 Jan 2022
SimSR: Simple Distance-based State Representation for Deep Reinforcement Learning Hongyu Zang Xin Li Mingzhong Wang 30 13 0 31 Dec 2021
Improving Transferability of Representations via Augmentation-Aware Self-Supervision Hankook Lee Kibok Lee Kimin Lee Honglak Lee Jinwoo Shin SSL 26 51 0 18 Nov 2021
Procedural Generalization by Planning with Self-Supervised World Models Ankesh Anand Jacob Walker Yazhe Li Eszter Vértes Julian Schrittwieser Sherjil Ozair T. Weber Jessica B. Hamrick 31 30 0 02 Nov 2021
Multi network InfoMax: A pre-training method involving graph convolutional networks Usman Mahmood Z. Fu Vince D. Calhoun Sergey Plis AI4CE 14 1 0 01 Nov 2021
Distributional Reinforcement Learning for Multi-Dimensional Reward Functions Pushi Zhang Xiaoyu Chen Li Zhao Wei Xiong Tao Qin Tie-Yan Liu OffRL 15 19 0 26 Oct 2021
Unsupervised Domain Adaptation with Dynamics-Aware Rewards in Reinforcement Learning Jinxin Liu Hao Shen Donglin Wang Yachen Kang Qiangxing Tian 27 19 0 25 Oct 2021
Neural Algorithmic Reasoners are Implicit Planners Andreea Deac Petar Velivcković Ognjen Milinković Pierre-Luc Bacon Jian Tang Mladen Nikolic OffRL 32 23 0 11 Oct 2021