Title
From Eye-blinks to State Construction: Diagnostic Benchmarks for Online Representation Learning Banafsheh Rafiee Zaheer Abbas Sina Ghiassian Raksha Kumaraswamy R. Sutton Elliot A. Ludvig Adam White OffRL 19 17 0 09 Nov 2020
Hybrid Supervised Reinforced Model for Dialogue Systems Carlos Miranda Y. Kessaci BDL OffRL 11 0 0 04 Nov 2020
A Study of Policy Gradient on a Class of Exactly Solvable Models Gavin McCracken Colin Daniels Rosie Zhao Anna M. Brandenberger Prakash Panangaden Doina Precup 19 0 0 03 Nov 2020
Instance based Generalization in Reinforcement Learning Martín Bertrán Natalia Martínez Mariano Phielipp Guillermo Sapiro OffRL 34 16 0 02 Nov 2020
Cooperative Heterogeneous Deep Reinforcement Learning Han Zheng Pengfei Wei Jing Jiang Guodong Long Qinghua Lu Chengqi Zhang 51 12 0 02 Nov 2020
Reinforcement Learning of Causal Variables Using Mediation Analysis Tue Herlau Rasmus Larsen OOD CML 34 8 0 29 Oct 2020
Understanding the Pathologies of Approximate Policy Evaluation when Combined with Greedification in Reinforcement Learning Kenny Young R. Sutton 13 8 0 28 Oct 2020
Refactoring Policy for Compositional Generalizability using Self-Supervised Object Proposals Tongzhou Mu Jiayuan Gu Zhiwei Jia Hao Tang Hao Su 27 13 0 26 Oct 2020
Meta-trained agents implement Bayes-optimal agents Vladimir Mikulik Grégoire Delétang Tom McGrath Tim Genewein Miljan Martic Shane Legg Pedro A. Ortega OOD FedML 37 41 0 21 Oct 2020
Deep Q-Network-based Adaptive Alert Threshold Selection Policy for Payment Fraud Systems in Retail Banking Hongda Shen Eren Kurshan 40 20 0 21 Oct 2020
Improving Generalization in Reinforcement Learning with Mixture Regularization Kaixin Wang Bingyi Kang Jie Shao Jiashi Feng 112 117 0 21 Oct 2020
Negotiating Team Formation Using Deep Reinforcement Learning Yoram Bachrach Richard Everett Edward Hughes Angeliki Lazaridou Joel Z. Leibo Marc Lanctot Michael Bradley Johanson Wojciech M. Czarnecki T. Graepel 48 35 0 20 Oct 2020
Model-free conventions in multi-agent reinforcement learning with heterogeneous preferences Raphael Köster Kevin R. McKee Richard Everett Laura Weidinger William S. Isaac Edward Hughes Edgar A. Duénez-Guzmán T. Graepel M. Botvinick Joel Z. Leibo 32 22 0 18 Oct 2020
A Learning Approach to Robot-Agnostic Force-Guided High Precision Assembly Jieliang Luo Hui Li 20 18 0 15 Oct 2020
Local Search for Policy Iteration in Continuous Control Jost Tobias Springenberg N. Heess D. Mankowitz J. Merel Arunkumar Byravan ... Julian Schrittwieser Yuval Tassa J. Buchli Dan Belov Martin Riedmiller OffRL 22 15 0 12 Oct 2020
Learning Intrinsic Symbolic Rewards in Reinforcement Learning Hassam Sheikh Shauharda Khadka Santiago Miret Somdeb Majumdar OffRL 29 7 0 08 Oct 2020
Human-Level Performance in No-Press Diplomacy via Equilibrium Search Jonathan Gray Adam Lerer A. Bakhtin Noam Brown 15 50 0 06 Oct 2020
Episodic Memory for Learning Subjective-Timescale Models Alexey Zakharov Matthew Crosby Zafeirios Fountas 16 4 0 03 Oct 2020
Beyond Tabula-Rasa: a Modular Reinforcement Learning Approach for Physically Embedded 3D Sokoban Peter Karkus M. Berk Mirza A. Guez Andrew Jaegle Timothy Lillicrap Lars Buesing N. Heess T. Weber OffRL 22 8 0 03 Oct 2020
D3C: Reducing the Price of Anarchy in Multi-Agent Learning I. Gemp Kevin R. McKee Richard Everett Edgar A. Duénez-Guzmán Yoram Bachrach David Balduzzi Andrea Tacchetti 17 17 0 01 Oct 2020
Align-RUDDER: Learning From Few Demonstrations by Reward Redistribution Vihang Patil M. Hofmarcher Marius-Constantin Dinu Matthias Dorfer P. Blies Johannes Brandstetter Jose A. Arjona-Medina Sepp Hochreiter 27 42 0 29 Sep 2020
Lucid Dreaming for Experience Replay: Refreshing Past States with the Current Policy Yunshu Du Garrett A. Warnell A. Gebremedhin Peter Stone Matthew E. Taylor 34 10 0 29 Sep 2020
Enhancing Continuous Control of Mobile Robots for End-to-End Visual Active Tracking Alessandro Devo Alberto Dionigi G. Costante 14 25 0 28 Sep 2020
Distributed Structured Actor-Critic Reinforcement Learning for Universal Dialogue Management Zhi Chen Lu Chen Xiaoyuan Liu Kai Yu 41 20 0 22 Sep 2020
Efficient Reinforcement Learning Development with RLzoo Zihan Ding Tianyang Yu Yanhua Huang Hongming Zhang Guo Li Quancheng Guo Luo Mai Hao Dong OffRL OnRL 15 6 0 18 Sep 2020
Physically Embedded Planning Problems: New Challenges for Reinforcement Learning M. Berk Mirza Andrew Jaegle Jonathan J. Hunt A. Guez S. Tunyasuvunakool ... Peter Karkus S. Racanière Lars Buesing Timothy Lillicrap N. Heess AI4CE 31 12 0 11 Sep 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 55 610 0 10 Sep 2020
Importance Weighted Policy Learning and Adaptation Alexandre Galashov Jakub Sygnowski Guillaume Desjardins Jan Humplik Leonard Hasenclever Rae Jeong Yee Whye Teh N. Heess OffRL 21 1 0 10 Sep 2020
Phasic Policy Gradient K. Cobbe Jacob Hilton Oleg Klimov John Schulman OffRL 15 153 0 09 Sep 2020
Grounded Language Learning Fast and Slow Felix Hill O. Tieleman Tamara von Glehn Nathaniel Wong Hamza Merzic S. Clark LM&Ro 37 77 0 03 Sep 2020
Sample-Efficient Automated Deep Reinforcement Learning Jörg Franke Gregor Koehler André Biedenkapp Frank Hutter 31 39 0 03 Sep 2020
Dynamic Scheduling for Stochastic Edge-Cloud Computing Environments using A3C learning and Residual Recurrent Neural Networks Shreshth Tuli Shashikant Ilager K. Ramamohanarao Rajkumar Buyya 27 176 0 01 Sep 2020
Human-in-the-Loop Methods for Data-Driven and Reinforcement Learning Systems Vinicius G. Goecks 33 11 0 30 Aug 2020
Deep Reinforcement Learning for Field Development Optimization Y. Nasir 16 1 0 05 Aug 2020
WordCraft: An Environment for Benchmarking Commonsense Agents Minqi Jiang Jelena Luketina Nantas Nardelli Pasquale Minervini Philip Torr Shimon Whiteson Tim Rocktaschel LLMAG OffRL 22 22 0 17 Jul 2020
Discovering Reinforcement Learning Algorithms Junhyuk Oh Matteo Hessel Wojciech M. Czarnecki Zhongwen Xu H. V. Hasselt Satinder Singh David Silver 29 126 0 17 Jul 2020
Meta-Gradient Reinforcement Learning with an Objective Discovered Online Zhongwen Xu H. V. Hasselt Matteo Hessel Junhyuk Oh Satinder Singh David Silver 27 77 0 16 Jul 2020
Distributed Reinforcement Learning of Targeted Grasping with Active Vision for Mobile Manipulators Yasuhiro Fujita Kota Uenishi Avinash Ummadisingu P. Nagarajan Shimpei Masuda M. Castro 32 18 0 16 Jul 2020
Lifelong Learning using Eigentasks: Task Separation, Skill Acquisition, and Selective Transfer Aswin Raghavan Jesse Hostetler Indranil Sur Abrar Rahman Ajay Divakaran CLL 24 7 0 14 Jul 2020
Relational-Grid-World: A Novel Relational Reasoning Environment and An Agent Model for Relational Information Extraction Faruk Küçüksubasi Elif Surer 24 2 0 12 Jul 2020
Learning Retrospective Knowledge with Reverse Reinforcement Learning Shangtong Zhang Vivek Veeriah Shimon Whiteson OffRL AI4TS 16 13 0 09 Jul 2020
Tracking-by-Trackers with a Distilled and Reinforced Model Matteo Dunnhofer N. Martinel C. Micheloni VOT OffRL 27 4 0 08 Jul 2020
Guided Exploration with Proximal Policy Optimization using a Single Demonstration Gabriele Libardi Gianni De Fabritiis 12 24 0 07 Jul 2020
TDprop: Does Jacobi Preconditioning Help Temporal Difference Learning? Joshua Romoff Peter Henderson David Kanaa Emmanuel Bengio Ahmed Touati Pierre-Luc Bacon Joelle Pineau 26 3 0 06 Jul 2020
Scaling Imitation Learning in Minecraft Artemij Amiranashvili Nicolai Dorka Wolfram Burgard V. Koltun Thomas Brox MLAU 21 15 0 06 Jul 2020
Integrating Distributed Architectures in Highly Modular RL Libraries Albert Bou Sebastian Dittert Gianni De Fabritiis 31 0 0 06 Jul 2020
Verifiably Safe Exploration for End-to-End Reinforcement Learning Nathan Hunt Nathan Fulton Sara Magliacane Nghia Hoang Subhro Das Armando Solar-Lezama OffRL 17 49 0 02 Jul 2020
Gradient Temporal-Difference Learning with Regularized Corrections Sina Ghiassian Andrew Patterson Shivam Garg Dhawal Gupta Adam White Martha White 16 42 0 01 Jul 2020
Perception-Prediction-Reaction Agents for Deep Reinforcement Learning Adam Stooke Valentin Dalibard Siddhant M. Jayakumar Wojciech M. Czarnecki Max Jaderberg 22 1 0 26 Jun 2020
The NetHack Learning Environment Heinrich Küttler Nantas Nardelli Alexander H. Miller Roberta Raileanu Marco Selvatici Edward Grefenstette Tim Rocktaschel 28 177 0 24 Jun 2020