Title
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition Jorge Armando Mendez Mendez Eric Eaton KELM CLL 37 27 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
Unsupervised Hebbian Learning on Point Sets in StarCraft II Beomseok Kang H. Kumar Saurabh Dash Saibal Mukhopadhyay SSL 23 6 0 13 Jul 2022
Offline Equilibrium Finding Shuxin Li Xinrun Wang Youzhi Zhang Jakub Cerny Pengdeng Li Hau Chan Bo An OffRL 48 2 0 12 Jul 2022
On the Limitations of Elo: Real-World Games, are Transitive, not Additive Quentin Bertrand Wojciech M. Czarnecki Gauthier Gidel 21 22 0 21 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
BulletArm: An Open-Source Robotic Manipulation Benchmark and Learning Framework Dian Wang Colin Kohler Xu Zhu Ming Jia Robert Platt 32 9 0 28 May 2022
Routing and Placement of Macros using Deep Reinforcement Learning Mrinal Mathur 16 0 0 19 May 2022
Learning to Guide Multiple Heterogeneous Actors from a Single Human Demonstration via Automatic Curriculum Learning in StarCraft II Nicholas R. Waytowich James Z. Hare Vinicius G. Goecks Mark R. Mittrick John Richardson Anjon Basak Derrik E. Asher 43 2 0 11 May 2022
Deep Reinforcement Learning Using a Low-Dimensional Observation Filter for Visual Complex Video Game Playing V. A. Kich J. C. Jesus Ricardo B. Grando A. H. Kolling Gabriel V. Heisler R. S. Guerra OffRL 30 2 0 24 Apr 2022
Full-Spectrum Out-of-Distribution Detection Jingkang Yang Kaiyang Zhou Ziwei Liu OODD 45 57 0 11 Apr 2022
Continuously Discovering Novel Strategies via Reward-Switching Policy Optimization Zihan Zhou Wei Fu Bingliang Zhang Yi Wu 27 28 0 04 Apr 2022
An Optical Control Environment for Benchmarking Reinforcement Learning Algorithms Abulikemu Abuduweili Changliu Liu 24 1 0 23 Mar 2022
Reinforcement learning for automatic quadrilateral mesh generation: a soft actor-critic approach J. Pan Jingwei Huang G. Cheng Yong Zeng AI4CE 24 40 0 19 Mar 2022
Zipfian environments for Reinforcement Learning Stephanie C. Y. Chan Andrew Kyle Lampinen Pierre Harvey Richemond Felix Hill OffRL 15 15 0 15 Mar 2022
Transfer Dynamics in Emergent Evolutionary Curricula Aaron Dharna Amy K. Hoover Julian Togelius Lisa Soros 27 6 0 03 Mar 2022
GCS: Graph-based Coordination Strategy for Multi-Agent Reinforcement Learning Jingqing Ruan Yali Du Xuantang Xiong Dengpeng Xing Xiyun Li Linghui Meng Haifeng Zhang Jun Wang Bo Xu 46 29 0 17 Jan 2022
Iconary: A Pictionary-Based Game for Testing Multimodal Communication with Drawings and Text Christopher Clark Jordi Salvador Dustin Schwenk Derrick Bonafilia Mark Yatskar ... Aaron Sarnat Hannaneh Hajishirzi Aniruddha Kembhavi Oren Etzioni Ali Farhadi MLLM 27 3 0 01 Dec 2021
Meta Arcade: A Configurable Environment Suite for Meta-Learning Edward W. Staley C. Ashcraft Ben Stoler Jared Markowitz Gautam K. Vallabha Christopher R. Ratto Kapil D. Katyal 22 6 0 01 Dec 2021
Learning State Representations via Retracing in Reinforcement Learning Changmin Yu Dong Li Jianye Hao Jun Wang Neil Burgess 32 7 0 24 Nov 2021
Obstacle Avoidance for UAS in Continuous Action Space Using Deep Reinforcement Learning Jueming Hu Xuxi Yang Weichang Wang Peng Wei Lei Ying Yongming Liu 46 24 0 13 Nov 2021
Generalized Out-of-Distribution Detection: A Survey Jingkang Yang Kaiyang Zhou Yixuan Li Ziwei Liu 193 881 0 21 Oct 2021
On games and simulators as a platform for development of artificial intelligence for command and control Vinicius G. Goecks Nicholas R. Waytowich Derrik E. Asher Song Jun Park Mark R. Mittrick ... Anne Logie Mark S. Dennison T. Trout Priya Narayanan Alexander Kott 41 26 0 21 Oct 2021
CORA: Benchmarks, Baselines, and Metrics as a Platform for Continual Reinforcement Learning Agents Sam Powers Eliot Xing Eric Kolve Roozbeh Mottaghi Abhinav Gupta OffRL 36 38 0 19 Oct 2021
GrowSpace: Learning How to Shape Plants Yasmeen Hitti Ionelia Buzatu Manuel Del Verme M. Lefsrud Florian Golemo A. Durand 19 2 0 15 Oct 2021
Pick Your Battles: Interaction Graphs as Population-Level Objectives for Strategic Diversity M. Garnelo Wojciech M. Czarnecki Siqi Liu Dhruva Tirumala Junhyuk Oh Gauthier Gidel H. V. Hasselt David Balduzzi 34 25 0 08 Oct 2021
MiniHack the Planet: A Sandbox for Open-Ended Reinforcement Learning Research Mikayel Samvelyan Robert Kirk Vitaly Kurin Jack Parker-Holder Minqi Jiang Eric Hambro Fabio Petroni Heinrich Küttler Edward Grefenstette Tim Rocktaschel OffRL 238 89 0 27 Sep 2021
Applying supervised and reinforcement learning methods to create neural-network-based agents for playing StarCraft II Michal Opanowicz 23 0 0 26 Sep 2021
Explaining Bayesian Neural Networks Kirill Bykov Marina M.-C. Höhne Adelaida Creosteanu Klaus-Robert Muller Frederick Klauschen Shinichi Nakajima Marius Kloft BDL AAML 36 25 0 23 Aug 2021
MimicBot: Combining Imitation and Reinforcement Learning to win in Bot Bowl Nicola Pezzotti 30 1 0 21 Aug 2021
Explainable Reinforcement Learning for Broad-XAI: A Conceptual Framework and Survey Richard Dazeley Peter Vamplew Francisco Cruz 32 60 0 20 Aug 2021
Decentralized Multi-AGV Task Allocation based on Multi-Agent Reinforcement Learning with Information Potential Field Rewards Mengyuan Li Bin Guo Jiangshan Zhang Jiaqi Liu Sicong Liu Zhiwen Yu Zhetao Li Liyao Xiang 27 13 0 16 Aug 2021
Rethinking of AlphaStar Ruoxi Liu 29 2 0 07 Aug 2021
Evaluation of Human-AI Teams for Learned and Rule-Based Agents in Hanabi H. Siu Jaime D. Peña Edenna Chen Yutai Zhou Victor J. Lopez Kyle Palko K. Chang R. Allen 27 57 0 15 Jul 2021
Computational Benefits of Intermediate Rewards for Goal-Reaching Policy Learning Yuexiang Zhai Christina Baek Zhengyuan Zhou Jiantao Jiao Yi Ma 27 22 0 08 Jul 2021
Generalization of Reinforcement Learning with Policy-Aware Adversarial Data Augmentation Hanping Zhang Yuhong Guo 30 23 0 29 Jun 2021
Brittle AI, Causal Confusion, and Bad Mental Models: Challenges and Successes in the XAI Program Jeff Druce J. Niehaus Vanessa Moody David D. Jensen Michael L. Littman 23 15 0 10 Jun 2021
Cooperative Multi-Agent Transfer Learning with Level-Adaptive Credit Assignment Tianze Zhou Fubiao Zhang Kun Shao Kai Li Wenhan Huang ... Hangyu Mao Bin Wang Dong Li Wulong Liu Jianye Hao 37 16 0 01 Jun 2021
Multi-Agent Deep Reinforcement Learning using Attentive Graph Neural Architectures for Real-Time Strategy Games Won Joon Yun Sungwon Yi Joongheon Kim 20 10 0 21 May 2021
HALMA: Humanlike Abstraction Learning Meets Affordance in Rapid Problem Solving Sirui Xie Xiaojian Ma Peiyu Yu Yixin Zhu Ying Nian Wu Song-Chun Zhu 42 20 0 22 Feb 2021
Learning Skills to Navigate without a Master: A Sequential Multi-Policy Reinforcement Learning Algorithm Ambedkar Dukkipati Rajarshi Banerjee Ranga Shaarad Ayyagari Dhaval Parmar Udaybhai 27 6 0 30 Jan 2021
Surface Electromyography as a Natural Human-Machine Interface: A Review Mingde Zheng Michael S. Crouch Michael S. Eggleston 48 76 0 12 Jan 2021
A novel policy for pre-trained Deep Reinforcement Learning for Speech Emotion Recognition Thejan Rajapakshe R. Rana Sara Khalifa Björn W. Schuller Jiajun Liu OffRL 23 11 0 04 Jan 2021
Is Pessimism Provably Efficient for Offline RL? Ying Jin Zhuoran Yang Zhaoran Wang OffRL 27 350 0 30 Dec 2020
SCC: an efficient deep reinforcement learning agent mastering the game of StarCraft II Xiangjun Wang Junxiao Song Penghui Qi Peng Peng Zhenkun Tang ... Xiongjun Pi Jujie He Chao Gao Haitao Long Quan Yuan 24 40 0 24 Dec 2020
Which Heroes to Pick? Learning to Draft in MOBA Games with Neural Networks and Tree Search Sheng Chen Menghui Zhu Deheng Ye Weinan Zhang Qiang Fu Wei Yang 35 29 0 18 Dec 2020
EvoCraft: A New Challenge for Open-Endedness Djordje Grbic Rasmus Berg Palm Elias Najarro Claire Glanois S. Risi 27 30 0 08 Dec 2020
Applied Machine Learning for Games: A Graduate School Course Yilei Zeng Aayush Shah Jameson Thai M. Zyda AI4CE 14 3 0 30 Nov 2020
Supervised Learning Achieves Human-Level Performance in MOBA Games: A Case Study of Honor of Kings Deheng Ye Guibin Chen P. Zhao Fuhao Qiu Bo Yuan ... Liang Wang Tengfei Shi Qiang Fu Wei Yang Lanxiao Huang 40 49 0 25 Nov 2020
An analysis of Reinforcement Learning applied to Coach task in IEEE Very Small Size Soccer Carlos H. C. Pena Mateus G. Machado M. S. Barros José D. P. Silva Lucas D. Maciel Ing Ren Tsang Edna N. S. Barros Pedro H. M. Braga H. Bassani 23 1 0 23 Nov 2020