Title
A Framework for Understanding and Visualizing Strategies of RL Agents Pedro Sequeira Daniel Elenius Jesse Hostetler Melinda Gervasio 6 2 0 17 Aug 2022
A Walk in the Park: Learning to Walk in 20 Minutes With Model-Free Reinforcement Learning Laura M. Smith Ilya Kostrikov Sergey Levine OffRL 26 103 0 16 Aug 2022
On the Limitations of Continual Learning for Malware Classification Mohammad Saidur Rahman Scott E. Coull M. Wright 34 13 0 13 Aug 2022
AutoShard: Automated Embedding Table Sharding for Recommender Systems Daochen Zha Louis Feng Bhargav Bhushanam Dhruv Choudhary Jade Nie Yuandong Tian Jay Chae Yi-An Ma A. Kejariwal Xia Hu 40 30 0 12 Aug 2022
Model-Free Generative Replay for Lifelong Reinforcement Learning: Application to Starcraft-2 Z. Daniels Aswin Raghavan Jesse Hostetler Abrar Rahman Indranil Sur M. Piacentino Ajay Divakaran CLL OffRL 36 12 0 09 Aug 2022
An Approximate Policy Iteration Viewpoint of Actor-Critic Algorithms Zaiwei Chen S. T. Maguluri 34 0 0 05 Aug 2022
Mitigating Off-Policy Bias in Actor-Critic Methods with One-Step Q-learning: A Novel Correction Approach Baturay Saglam Dogan C. Cicek Furkan B. Mutlu Suleyman Serdar Kozat OffRL OnRL 31 1 0 01 Aug 2022
Latent Properties of Lifelong Learning Systems Corban G. Rivera C. Ashcraft Alexander New J. Schmidt Gautam K. Vallabha CLL 17 0 0 28 Jul 2022
Explain My Surprise: Learning Efficient Long-Term Memory by Predicting Uncertain Outcomes A. Sorokin N. Buzun Leonid Pugachev Andrey Kravchenko 33 8 0 27 Jul 2022
Optimizing Empty Container Repositioning and Fleet Deployment via Configurable Semi-POMDPs Riccardo Poiani Ciprian Stirbu Alberto Maria Metelli Marcello Restelli 14 1 0 25 Jul 2022
Annealed Training for Combinatorial Optimization on Graphs Haoran Sun E. Guha H. Dai 40 18 0 23 Jul 2022
Bootstrap State Representation using Style Transfer for Better Generalization in Deep Reinforcement Learning Md Masudur Rahman Yexiang Xue OffRL 34 4 0 15 Jul 2022
Outcome-Guided Counterfactuals for Reinforcement Learning Agents from a Jointly Trained Generative Latent Space Eric Yeh Pedro Sequeira Jesse Hostetler Melinda Gervasio OOD CML BDL OffRL 25 2 0 15 Jul 2022
GriddlyJS: A Web IDE for Reinforcement Learning C. Bamford Minqi Jiang Mikayel Samvelyan Tim Rocktaschel OnRL 45 4 0 13 Jul 2022
Temporal Disentanglement of Representations for Improved Generalisation in Reinforcement Learning Mhairi Dunion Trevor A. McInroe K. Luck Josiah P. Hanna Stefano V. Albrecht OOD DRL 28 18 0 12 Jul 2022
Grounding Aleatoric Uncertainty for Unsupervised Environment Design Minqi Jiang Michael Dennis Jack Parker-Holder Andrei Lupu Heinrich Küttler Edward Grefenstette Tim Rocktaschel Jakob N. Foerster 48 13 0 11 Jul 2022
Don't Start From Scratch: Leveraging Prior Data to Automate Robotic Reinforcement Learning Homer Walke Jonathan Yang Albert Yu Aviral Kumar Jedrzej Orbik Avi Singh Sergey Levine OffRL OnRL 31 32 0 11 Jul 2022
Generalized Policy Improvement Algorithms with Theoretically Supported Sample Reuse James Queeney I. Paschalidis Christos G. Cassandras OffRL 32 2 0 28 Jun 2022
Improving Policy Optimization with Generalist-Specialist Learning Zhiwei Jia Xuanlin Li Z. Ling Shuang Liu Yiran Wu H. Su OffRL 34 24 0 26 Jun 2022
POGEMA: Partially Observable Grid Environment for Multiple Agents Alexey Skrynnik Anton Andreychuk Konstantin Yakovlev Aleksandr I. Panov 12 6 0 22 Jun 2022
EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine Jiayi Weng Min Lin Shengyi Huang Bo Liu Denys Makoviichuk ... Yufan Song Ting Luo Yukun Jiang Zhongwen Xu Shuicheng Yan MoE 19 61 0 21 Jun 2022
Safe and Psychologically Pleasant Traffic Signal Control with Reinforcement Learning using Action Masking Arthur Muller M. Sabatelli 30 8 0 21 Jun 2022
DNA: Proximal Policy Optimization with a Dual Network Architecture Mathew H. Aitchison Penny Sweetser OffRL 33 4 0 20 Jun 2022
Fast Population-Based Reinforcement Learning on a Single Machine Arthur Flajolet Claire Bizon Monroc Karim Beguir Thomas Pierrot OffRL 35 10 0 17 Jun 2022
SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments Mohan Zhang Xiaozhou Wang Benjamin Decardi-Nelson Bo Song A. Zhang ... Jiayi Cheng Xiaohong Liu DengDeng Yu Matthew Poon Animesh Garg 26 4 0 17 Jun 2022
The State of Sparse Training in Deep Reinforcement Learning L. Graesser Utku Evci Erich Elsen Pablo Samuel Castro OffRL 20 34 0 17 Jun 2022
A Parametric Class of Approximate Gradient Updates for Policy Optimization Ramki Gummadi Saurabh Kumar Junfeng Wen Dale Schuurmans 28 0 0 17 Jun 2022
Finite-Time Analysis of Fully Decentralized Single-Timescale Actor-Critic Qijun Luo Xiao Li 43 1 0 12 Jun 2022
Social Network Structure Shapes Innovation: Experience-sharing in RL with SAPIENS Eleni Nisioti Matéo Mahaut Pierre-Yves Oudeyer Ida Momennejad Clément Moulin-Frier 27 9 0 10 Jun 2022
On the Effectiveness of Fine-tuning Versus Meta-reinforcement Learning Mandi Zhao Pieter Abbeel Stephen James OffRL 33 33 0 07 Jun 2022
Generalized Data Distribution Iteration Jiajun Fan Changnan Xiao OffRL 19 12 0 07 Jun 2022
Reincarnating Reinforcement Learning: Reusing Prior Computation to Accelerate Progress Rishabh Agarwal Max Schwarzer Pablo Samuel Castro Rameswar Panda Marc G. Bellemare OffRL OnRL 37 63 0 03 Jun 2022
The Phenomenon of Policy Churn Tom Schaul André Barreto John Quan Georg Ostrovski 44 26 0 01 Jun 2022
Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning Byungchan Ko Jungseul Ok OnRL 27 5 0 01 Jun 2022
Byzantine-Robust Online and Offline Distributed Reinforcement Learning Yiding Chen Xuezhou Zhang Kai Zhang Mengdi Wang Xiaojin Zhu OffRL 31 16 0 01 Jun 2022
BRExIt: On Opponent Modelling in Expert Iteration Daniel Hernández Hendrik Baier Michael Kaisers 8 2 0 31 May 2022
Reinforcement Learning with a Terminator Guy Tennenholtz Nadav Merlis Lior Shani Shie Mannor Uri Shalit Gal Chechik Assaf Hallak Gal Dalal 25 5 0 30 May 2022
Off-Beat Multi-Agent Reinforcement Learning Wei Qiu Weixun Wang R. Wang Bo An Yujing Hu S. Obraztsova Zinovi Rabinovich Jianye Hao Yingfeng Chen Changjie Fan OffRL 33 2 0 27 May 2022
History Compression via Language Models in Reinforcement Learning Fabian Paischer Thomas Adler Vihang Patil Angela Bitto-Nemling Markus Holzleitner Sebastian Lehner Hamid Eghbalzadeh Sepp Hochreiter OffRL AI4TS 33 42 0 24 May 2022
An Evaluation Study of Intrinsic Motivation Techniques applied to Reinforcement Learning over Hard Exploration Environments Alain Andres Esther Villar-Rodriguez Javier Del Ser 29 9 0 23 May 2022
Learning Task-relevant Representations for Generalization via Characteristic Functions of Reward Sequence Distributions Rui Yang Jie Wang Zijie Geng Mingxuan Ye Shuiwang Ji Bin Li Fengli Wu OOD 36 20 0 20 May 2022
The Sufficiency of Off-Policyness and Soft Clipping: PPO is still Insufficient according to an Off-Policy Measure Xing Chen Dongcui Diao Hechang Chen Hengshuai Yao Haiyin Piao Zhixiao Sun Zhiwei Yang Randy Goebel Bei Jiang Yi-Ju Chang OffRL 43 8 0 20 May 2022
A Generalist Agent Scott E. Reed Konrad Zolna Emilio Parisotto Sergio Gomez Colmenarejo Alexander Novikov ... Yutian Chen R. Hadsell Oriol Vinyals Mahyar Bordbar Nando de Freitas LM&Ro LLMAG AI4CE 124 793 0 12 May 2022
Efficient Distributed Framework for Collaborative Multi-Agent Reinforcement Learning Shuhan Qi Shuhao Zhang Xiaohan Hou Jia-jia Zhang Xinyu Wang Jing Xiao 24 0 0 11 May 2022
Interactive Grounded Language Understanding in a Collaborative Environment: IGLU 2021 Julia Kiseleva Ziming Li Mohammad Aliannejadi Shrestha Mohanty Maartje ter Hoeve ... I. Churin Putra Manggala Kata Naszádi Michiel van der Meer Taewoon Kim LLMAG 35 30 0 05 May 2022
Collaborative Target Search with a Visual Drone Swarm: An Adaptive Curriculum Embedded Multistage Reinforcement Learning Approach Jiaping Xiao Phumrapee Pisutsin Mir Feroskhan 29 16 0 26 Apr 2022
Graph Neural Network based Agent in Google Research Football Yizhan Niu Jinglong Liu Yuhao Shi Jiren Zhu GNN 27 2 0 23 Apr 2022
Local Feature Swapping for Generalization in Reinforcement Learning David Bertoin Emmanuel Rachelson OOD 29 14 0 13 Apr 2022
Dynamic Dialogue Policy for Continual Reinforcement Learning Christian Geishauser Carel van Niekerk Nurul Lubis Michael Heck Hsien-chin Lin Shutong Feng Milica Gavsić CLL OffRL 48 14 0 12 Apr 2022
When Should We Prefer Offline Reinforcement Learning Over Behavioral Cloning? Aviral Kumar Joey Hong Anika Singh Sergey Levine OffRL 50 77 0 12 Apr 2022