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Insights From the NeurIPS 2021 NetHack Challenge



Eric Hambro , Sharada Mohanty , Dmitrii Babaev , Minwoo Byeon , Dipam Chakraborty , Edward Grefenstette , Minqi Jiang , Daejin Jo , Anssi Kanervisto , Jongmin Kim , Sungwoong Kim , Robert Kirk , Vitaly Kurin , Heinrich Küttler , Taehwon Kwon , Donghoon Lee , Vegard Mella , Nantas Nardelli , Ivan Nazarov , Nikita Ovsov , Jack Parker-Holder , Roberta Raileanu , Karolis Ramanauskas , Tim Rocktäschel , Danielle Rothermel , Mikayel Samvelyan , Dmitry Sorokin , Maciej Sypetkowski , Michał Sypetkowski

* Under review at PMLR for the NeuRIPS 2021 Competition Workshop Track, 10 pages + 10 in appendices 

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Evolving Curricula with Regret-Based Environment Design



Jack Parker-Holder , Minqi Jiang , Michael Dennis , Mikayel Samvelyan , Jakob Foerster , Edward Grefenstette , Tim Rocktäschel

* First two authors contributed equally 

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Generalization in Cooperative Multi-Agent Systems



Anuj Mahajan , Mikayel Samvelyan , Tarun Gupta , Benjamin Ellis , Mingfei Sun , Tim Rocktäschel , Shimon Whiteson


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Reinforcement Learning in Factored Action Spaces using Tensor Decompositions



Anuj Mahajan , Mikayel Samvelyan , Lei Mao , Viktor Makoviychuk , Animesh Garg , Jean Kossaifi , Shimon Whiteson , Yuke Zhu , Animashree Anandkumar

* 2nd Workshop on Quantum Tensor Networks in Machine Learning (NeurIPS 2021) 

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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 Rocktäschel

* NeurIPS 2021: Datasets and Benchmarks Track 

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Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning



Anuj Mahajan , Mikayel Samvelyan , Lei Mao , Viktor Makoviychuk , Animesh Garg , Jean Kossaifi , Shimon Whiteson , Yuke Zhu , Animashree Anandkumar

* 38th International Conference on Machine Learning, PMLR 139, 2021 

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Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning



Tabish Rashid , Mikayel Samvelyan , Christian Schroeder de Witt , Gregory Farquhar , Jakob Foerster , Shimon Whiteson

* Extended version of our ICML 2018 paper (arXiv:1803.11485) 

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MAVEN: Multi-Agent Variational Exploration



Anuj Mahajan , Tabish Rashid , Mikayel Samvelyan , Shimon Whiteson


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The StarCraft Multi-Agent Challenge



Mikayel Samvelyan , Tabish Rashid , Christian Schroeder de Witt , Gregory Farquhar , Nantas Nardelli , Tim G. J. Rudner , Chia-Man Hung , Philip H. S. Torr , Jakob Foerster , Shimon Whiteson


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