Title
The Blessing of Heterogeneity in Federated Q-Learning: Linear Speedup and Beyond Jiin Woo Gauri Joshi Yuejie Chi FedML 75 22 0 18 May 2023
An Empirical Study on Google Research Football Multi-agent Scenarios Yan Song He Jiang Zheng Tian Haifeng Zhang Yingping Zhang Jiangcheng Zhu Zonghong Dai Weinan Zhang Jun Wang 75 6 0 16 May 2023
Cooperative Multi-Agent Reinforcement Learning: Asynchronous Communication and Linear Function Approximation Yifei Min Jiafan He Tianhao Wang Quanquan Gu 111 9 0 10 May 2023
Learnable Behavior Control: Breaking Atari Human World Records via Sample-Efficient Behavior Selection Jiajun Fan Yuzheng Zhuang Yuecheng Liu Jianye Hao Bin Wang Jiangcheng Zhu Hao Wang Shutao Xia 75 18 0 09 May 2023
Truncating Trajectories in Monte Carlo Reinforcement Learning Riccardo Poiani Alberto Maria Metelli Marcello Restelli 60 5 0 07 May 2023
Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity Jinghao Xin Jinwoo Kim Hui Yuan Ning Li OffRL 79 3 0 07 May 2023
Single Node Injection Label Specificity Attack on Graph Neural Networks via Reinforcement Learning Dayuan Chen Jian Zhang Yuqian Lv Jinhuan Wang Hongjie Ni Shanqing Yu Zhen Wang Qi Xuan AAML 97 4 0 04 May 2023
Unlocking the Power of Representations in Long-term Novelty-based Exploration Alaa Saade Steven Kapturowski Daniele Calandriello Charles Blundell Pablo Sprechmann Leopoldo Sarra Oliver Groth Michal Valko Bilal Piot OffRL 128 6 0 02 May 2023
Heterogeneous Social Value Orientation Leads to Meaningful Diversity in Sequential Social Dilemmas Udari Madhushani Kevin R. McKee J. Agapiou Joel Z Leibo Richard Everett Thomas W. Anthony Edward Hughes K. Tuyls Edgar A. Duénez-Guzmán 68 3 0 01 May 2023
Representations and Exploration for Deep Reinforcement Learning using Singular Value Decomposition Yash Chandak S. Thakoor Z. Guo Yunhao Tang Rémi Munos Will Dabney Diana Borsa 91 4 0 01 May 2023
Learning Achievement Structure for Structured Exploration in Domains with Sparse Reward Zihan Zhou Animesh Garg OffRL 100 4 0 30 Apr 2023
Fundamental Tradeoffs in Learning with Prior Information Anirudha Majumdar 69 0 0 26 Apr 2023
Proto-Value Networks: Scaling Representation Learning with Auxiliary Tasks Jesse Farebrother Joshua Greaves Rishabh Agarwal Charline Le Lan Ross Goroshin Pablo Samuel Castro Marc G. Bellemare 106 29 0 25 Apr 2023
DEIR: Efficient and Robust Exploration through Discriminative-Model-Based Episodic Intrinsic Rewards Shanchuan Wan Yujin Tang Yingtao Tian Tomoyuki Kaneko OffRL 68 4 0 21 Apr 2023
Using Offline Data to Speed-up Reinforcement Learning in Procedurally Generated Environments Alain Andres Lukas Schafer Esther Villar-Rodriguez Stefano V. Albrecht Javier Del Ser OffRL OnRL 77 3 0 18 Apr 2023
Efficient Automation of Neural Network Design: A Survey on Differentiable Neural Architecture Search Alexandre Heuillet A. Nasser Hichem Arioui Hedi Tabia AI4CE 118 15 0 11 Apr 2023
Reinforcement Learning from Passive Data via Latent Intentions Dibya Ghosh Chethan Bhateja Sergey Levine OffRL 97 48 0 10 Apr 2023
Planning with Sequence Models through Iterative Energy Minimization Hongyi Chen Yilun Du Yiye Chen J. Tenenbaum Patricio A. Vela 65 6 0 28 Mar 2023
marl-jax: Multi-Agent Reinforcement Leaning Framework K. Mehta Anuj Mahajan Kiran Ravish 109 3 0 24 Mar 2023
SVDE: Scalable Value-Decomposition Exploration for Cooperative Multi-Agent Reinforcement Learning Shuhan Qi Shuhao Zhang Qiang-qiang Wang Jia-jia Zhang Jing Xiao Xinyu Wang 101 0 0 16 Mar 2023
Behavioral Differences is the Key of Ad-hoc Team Cooperation in Multiplayer Games Hanabi Hyeonchang Jeon Kyung-Joong Kim 27 0 0 12 Mar 2023
Synthetic Experience Replay Cong Lu Philip J. Ball Yee Whye Teh Jack Parker-Holder OffRL 172 80 0 12 Mar 2023
Learning Multimodal Bipedal Locomotion and Implicit Transitions: A Versatile Policy Approach Lokesh Krishna Quan Nguyen 106 2 0 10 Mar 2023
Efficient Real Time Recurrent Learning through combined activity and parameter sparsity Anand Subramoney 58 2 0 10 Mar 2023
Mastering Strategy Card Game (Hearthstone) with Improved Techniques Changnan Xiao Yongxin Zhang Xuefeng Huang Qinhan Huang Jie Chen Peng Sun 59 9 0 09 Mar 2023
Mastering Strategy Card Game (Legends of Code and Magic) via End-to-End Policy and Optimistic Smooth Fictitious Play Wei Xi Yongxin Zhang Changnan Xiao Xuefeng Huang Shihong Deng Haowei Liang Jie Chen Peng Sun OffRL 72 8 0 07 Mar 2023
CFlowNets: Continuous Control with Generative Flow Networks Yinchuan Li Shuang Luo Haozhi Wang Jianye Hao 132 23 0 04 Mar 2023
Population-based Evaluation in Repeated Rock-Paper-Scissors as a Benchmark for Multiagent Reinforcement Learning Marc Lanctot John Schultz Neil Burch Max O. Smith Daniel Hennes Thomas W. Anthony Julien Perolat OffRL 48 5 0 02 Mar 2023
Hierarchical Reinforcement Learning in Complex 3D Environments Bernardo Avila-Pires Feryal M. P. Behbahani Hubert Soyer Kyriacos Nikiforou Thomas Keck Satinder Singh OffRL 85 0 0 28 Feb 2023
The Dormant Neuron Phenomenon in Deep Reinforcement Learning Ghada Sokar Rishabh Agarwal Pablo Samuel Castro Utku Evci CLL 110 100 0 24 Feb 2023
Self-supervised network distillation: an effective approach to exploration in sparse reward environments Matej Pecháč M. Chovanec Igor Farkaš 93 4 0 22 Feb 2023
Generalization in Visual Reinforcement Learning with the Reward Sequence Distribution Jie Wang Rui Yang Zijie Geng Zhihao Shi Mingxuan Ye Qi Zhou Shuiwang Ji Bin Li Yongdong Zhang Feng Wu 79 6 0 19 Feb 2023
Efficient Exploration via Epistemic-Risk-Seeking Policy Optimization Brendan O'Donoghue OffRL 104 7 0 18 Feb 2023
Order Matters: Agent-by-agent Policy Optimization Xihuai Wang Zheng Tian Bo Liu Ying Wen Jun Wang Weinan Zhang 85 29 0 13 Feb 2023
ManiSkill2: A Unified Benchmark for Generalizable Manipulation Skills Jiayuan Gu Fanbo Xiang Xuanlin Li Z. Ling Xiqiang Liu ... Xiao Yuan P. Xie Zhiao Huang Rui Chen Hao Su 120 189 0 09 Feb 2023
Online Reinforcement Learning in Non-Stationary Context-Driven Environments Pouya Hamadanian Arash Nasr-Esfahany Malte Schwarzkopf Siddartha Sen MohammadIman Alizadeh CLL OffRL 159 0 0 04 Feb 2023
MARLIN: Soft Actor-Critic based Reinforcement Learning for Congestion Control in Real Networks Raffaele Galliera A. Morelli Roberto Fronteddu N. Suri 52 4 0 02 Feb 2023
ReLOAD: Reinforcement Learning with Optimistic Ascent-Descent for Last-Iterate Convergence in Constrained MDPs Theodore H. Moskovitz Brendan O'Donoghue Vivek Veeriah Sebastian Flennerhag Satinder Singh Tom Zahavy 96 21 0 02 Feb 2023
Collaborating with language models for embodied reasoning Ishita Dasgupta Christine Kaeser-Chen Kenneth Marino Arun Ahuja Sheila Babayan Felix Hill Rob Fergus LLMAG LM&Ro LRM 58 70 0 01 Feb 2023
Revisiting Bellman Errors for Offline Model Selection Joshua P. Zitovsky Daniel de Marchi Rishabh Agarwal Michael R. Kosorok University of North Carolina at Chapel Hill OffRL 82 5 0 31 Jan 2023
Scaling laws for single-agent reinforcement learning Jacob Hilton Jie Tang John Schulman 125 22 0 31 Jan 2023
A Novel Framework for Policy Mirror Descent with General Parameterization and Linear Convergence Carlo Alfano Rui Yuan Patrick Rebeschini 145 15 0 30 Jan 2023
Composing Task Knowledge with Modular Successor Feature Approximators Wilka Carvalho Angelos Filos Richard L. Lewis Honglak Lee Satinder Singh 68 8 0 28 Jan 2023
FedHQL: Federated Heterogeneous Q-Learning Flint Xiaofeng Fan Yining Ma Zhongxiang Dai Cheston Tan Bryan Kian Hsiang Low Roger Wattenhofer FedML 78 8 0 26 Jan 2023
Automatic Intrinsic Reward Shaping for Exploration in Deep Reinforcement Learning Mingqi Yuan Bo Li Xin Jin Wenjun Zeng OffRL 88 10 0 26 Jan 2023
Off-Policy Evaluation for Action-Dependent Non-Stationary Environments Yash Chandak Shiv Shankar Nathaniel D. Bastian Bruno Castro da Silva Emma Brunskil Philip S. Thomas OffRL 92 6 0 24 Jan 2023
Open-World Multi-Task Control Through Goal-Aware Representation Learning and Adaptive Horizon Prediction Shaofei Cai Zihao Wang Xiaojian Ma Hoang Trung-Dung Yitao Liang 126 42 0 21 Jan 2023
Mastering Diverse Domains through World Models Danijar Hafner J. Pašukonis Jimmy Ba Timothy Lillicrap 94 617 0 10 Jan 2023
A Survey on Transformers in Reinforcement Learning Wenzhe Li Hao Luo Zichuan Lin Chongjie Zhang Zongqing Lu Deheng Ye OffRL MU AI4CE 130 58 0 08 Jan 2023
Policy Pre-training for Autonomous Driving via Self-supervised Geometric Modeling Peng Wu Li Chen Hongyang Li Xiaosong Jia Junchi Yan Yu Qiao 163 29 0 03 Jan 2023