Unsupervised State Representation Learning in Atari

19 June 2019

Papers citing "Unsupervised State Representation Learning in Atari"

50 / 172 papers shown

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
APF+: Boosting adaptive-potential function reinforcement learning methods with a W-shaped network for high-dimensional games Yifei Chen Lambert Schomaker 37 0 0 17 Mar 2025
Studying the Interplay Between the Actor and Critic Representations in Reinforcement Learning Samuel Garcin Trevor A. McInroe P. S. Castro Prakash Panangaden Christopher G. Lucas David Abel Stefano V. Albrecht 51 0 0 08 Mar 2025
Temporal Representation Alignment: Successor Features Enable Emergent Compositionality in Robot Instruction Following Vivek Myers Bill Chunyuan Zheng Anca Dragan Kuan Fang Sergey Levine 65 0 0 08 Feb 2025
Future Research Avenues for Artificial Intelligence in Digital Gaming: An Exploratory Report Markus Dablander 73 0 0 18 Dec 2024
Beyond Outcomes: Transparent Assessment of LLM Reasoning in Games Wenye Lin Jonathan Roberts Yunhan Yang Samuel Albanie Zongqing Lu Kai Han LRM ELM 69 1 0 18 Dec 2024
Multimodal Information Bottleneck for Deep Reinforcement Learning with Multiple Sensors Bang You Huaping Liu SSL 25 5 0 23 Oct 2024
World Model-based Perception for Visual Legged Locomotion Hang Lai Jiahang Cao Jiafeng Xu Hongtao Wu Yunfeng Lin Tao Kong Yong Yu Weinan Zhang VGen 29 2 0 25 Sep 2024
Learning to Select the Best Forecasting Tasks for Clinical Outcome Prediction Yuan Xue Nan Du A. Mottram Martin G. Seneviratne Andrew M. Dai AI4TS 23 0 0 28 Jul 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
iQRL -- Implicitly Quantized Representations for Sample-efficient Reinforcement Learning Aidan Scannell Kalle Kujanpää Yi Zhao Mohammadreza Nakhaei Arno Solin J. Pajarinen SSL 43 5 0 04 Jun 2024
Cross-Embodiment Robot Manipulation Skill Transfer using Latent Space Alignment Tianyu Wang Dwait Bhatt Xiaolong Wang Nikolay A. Atanasov 43 5 0 04 Jun 2024
Maximum Manifold Capacity Representations in State Representation Learning Li Meng Morten Goodwin Anis Yazidi P. Engelstad 44 0 0 22 May 2024
On the Sample Efficiency of Abstractions and Potential-Based Reward Shaping in Reinforcement Learning Giuseppe Canonaco Leo Ardon Alberto Pozanco Daniel Borrajo OffRL 24 1 0 11 Apr 2024
Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference Benjamin Eysenbach Vivek Myers Ruslan Salakhutdinov Sergey Levine AI4TS 39 8 0 06 Mar 2024
Learning Goal-Conditioned Policies from Sub-Optimal Offline Data via Metric Learning Alfredo Reichlin Miguel Vasco Hang Yin Danica Kragic OffRL 16 0 0 16 Feb 2024
Premier-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss Ruijie Zheng Yongyuan Liang Xiyao Wang Shuang Ma Hal Daumé Huazhe Xu John Langford Praveen Palanisamy Kalyan Shankar Basu Furong Huang 32 5 0 09 Feb 2024
Information-Theoretic State Variable Selection for Reinforcement Learning Charles Westphal Stephen Hailes Mirco Musolesi 13 3 0 21 Jan 2024
Value Explicit Pretraining for Learning Transferable Representations Kiran Lekkala Henghui Bao S. Sontakke Laurent Itti SSL 17 0 0 19 Dec 2023
ReCoRe: Regularized Contrastive Representation Learning of World Model Rudra P. K. Poudel Harit Pandya Stephan Liwicki Roberto Cipolla DRL OffRL 23 6 0 14 Dec 2023
Language Models, Agent Models, and World Models: The LAW for Machine Reasoning and Planning Zhiting Hu Tianmin Shu LLMAG LM&Ro LRM 102 34 0 08 Dec 2023
Text Attribute Control via Closed-Loop Disentanglement Lei Sha Thomas Lukasiewicz DRL 30 2 0 01 Dec 2023
LanGWM: Language Grounded World Model Rudra P. K. Poudel Harit Pandya Chao Zhang Roberto Cipolla 28 5 0 29 Nov 2023
Efficient Open-world Reinforcement Learning via Knowledge Distillation and Autonomous Rule Discovery Ekaterina Nikonova Cheng Xue Jochen Renz CLL 11 1 0 24 Nov 2023
Bird's Eye View Based Pretrained World model for Visual Navigation Kiran Lekkala Chen Liu Laurent Itti 23 0 0 28 Oct 2023
Towards General Game Representations: Decomposing Games Pixels into Content and Style C. Trivedi Konstantinos Makantasis Antonios Liapis Georgios N. Yannakakis OCL 30 3 0 20 Jul 2023
Learning Multi-Agent Communication with Contrastive Learning Y. Lo B. Sengupta Jakob N. Foerster Michael Noukhovitch 28 5 0 03 Jul 2023
TACO: Temporal Latent Action-Driven Contrastive Loss for Visual Reinforcement Learning Ruijie Zheng Xiyao Wang Yanchao Sun Shuang Ma Jieyu Zhao Huazhe Xu Hal Daumé Furong Huang 43 35 0 22 Jun 2023
Improving Long-Horizon Imitation Through Instruction Prediction Joey Hejna Pieter Abbeel Lerrel Pinto 11 7 0 21 Jun 2023
Informed POMDP: Leveraging Additional Information in Model-Based RL Gaspard Lambrechts Adrien Bolland D. Ernst 13 7 0 20 Jun 2023
Int-HRL: Towards Intention-based Hierarchical Reinforcement Learning Anna Penzkofer Simon Schaefer Florian Strohm Mihai Bâce Stefan Leutenegger Andreas Bulling 11 1 0 20 Jun 2023
OCAtari: Object-Centric Atari 2600 Reinforcement Learning Environments Quentin Delfosse Jannis Blüml Bjarne Gregori Sebastian Sztwiertnia Kristian Kersting 40 17 0 14 Jun 2023
On the Importance of Feature Decorrelation for Unsupervised Representation Learning in Reinforcement Learning Hojoon Lee Ko-tik Lee Dongyoon Hwang Hyunho Lee ByungKun Lee Jaegul Choo SSL OOD 20 5 0 09 Jun 2023
Model-Based Reinforcement Learning with Multi-Task Offline Pretraining Minting Pan Yitao Zheng Yunbo Wang Xiaokang Yang OffRL 21 0 0 06 Jun 2023
For SALE: State-Action Representation Learning for Deep Reinforcement Learning Scott Fujimoto Wei-Di Chang Edward James Smith S. Gu Doina Precup D. Meger OffRL 23 44 0 04 Jun 2023
State Representation Learning Using an Unbalanced Atlas Li Meng Morten Goodwin Anis Yazidi P. Engelstad 21 2 0 17 May 2023
Policy Gradient Methods in the Presence of Symmetries and State Abstractions Prakash Panangaden S. Rezaei-Shoshtari Rosie Zhao D. Meger Doina Precup 25 2 0 09 May 2023
Proto-Value Networks: Scaling Representation Learning with Auxiliary Tasks Jesse Farebrother Joshua Greaves Rishabh Agarwal Charline Le Lan Ross Goroshin P. S. Castro Marc G. Bellemare 30 25 0 25 Apr 2023
Accelerating exploration and representation learning with offline pre-training Bogdan Mazoure Jake Bruce Doina Precup Rob Fergus Ankit Anand OffRL 27 5 0 31 Mar 2023
Sample-efficient Real-time Planning with Curiosity Cross-Entropy Method and Contrastive Learning Mostafa Kotb C. Weber S. Wermter 30 4 0 07 Mar 2023
Self-supervised network distillation: an effective approach to exploration in sparse reward environments Matej Pecháč M. Chovanec Igor Farkaš 19 3 0 22 Feb 2023
Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals Yue Wu Yewen Fan Paul Pu Liang A. Azaria Yuan-Fang Li Tom Michael Mitchell OffRL 19 47 0 09 Feb 2023
Aligning Robot and Human Representations Andreea Bobu Andi Peng Pulkit Agrawal Julie A. Shah Anca D. Dragan 45 10 0 03 Feb 2023
Mastering Diverse Domains through World Models Danijar Hafner J. Pašukonis Jimmy Ba Timothy Lillicrap 27 540 0 10 Jan 2023
Don't do it: Safer Reinforcement Learning With Rule-based Guidance Ekaterina Nikonova Cheng Xue Jochen Renz 11 0 0 28 Dec 2022
A General Purpose Supervisory Signal for Embodied Agents Kunal Pratap Singh Jordi Salvador Luca Weihs Aniruddha Kembhavi SSL 21 3 0 01 Dec 2022
Structure-Encoding Auxiliary Tasks for Improved Visual Representation in Vision-and-Language Navigation Chia-Wen Kuo Chih-Yao Ma Judy Hoffman Z. Kira 27 10 0 20 Nov 2022
Joint Embedding Predictive Architectures Focus on Slow Features Vlad Sobal V. JyothirS Siddhartha Jalagam Nicolas Carion Kyunghyun Cho Yann LeCun 11 8 0 20 Nov 2022
Boosting Object Representation Learning via Motion and Object Continuity Quentin Delfosse Wolfgang Stammer Thomas Rothenbacher Dwarak Vittal Kristian Kersting OCL 37 20 0 16 Nov 2022
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 20 1 0 08 Nov 2022