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Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations



Cong Lu , Philip J. Ball , Tim G. J. Rudner , Jack Parker-Holder , Michael A. Osborne , Yee Whye Teh


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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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On-the-fly Strategy Adaptation for ad-hoc Agent Coordination



Jaleh Zand , Jack Parker-Holder , Stephen J. Roberts

* Extended abstract published in AAMAS 2022 

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Automated Reinforcement Learning (AutoRL): A Survey and Open Problems



Jack Parker-Holder , Raghu Rajan , Xingyou Song , André Biedenkapp , Yingjie Miao , Theresa Eimer , Baohe Zhang , Vu Nguyen , Roberto Calandra , Aleksandra Faust , Frank Hutter , Marius Lindauer


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Lyapunov Exponents for Diversity in Differentiable Games



Jonathan Lorraine , Paul Vicol , Jack Parker-Holder , Tal Kachman , Luke Metz , Jakob Foerster

* AAMAS2022, 24 pages 

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Towards an Understanding of Default Policies in Multitask Policy Optimization



Ted Moskovitz , Michael Arbel , Jack Parker-Holder , Aldo Pacchiano


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Revisiting Design Choices in Model-Based Offline Reinforcement Learning



Cong Lu , Philip J. Ball , Jack Parker-Holder , Michael A. Osborne , Stephen J. Roberts

* Spotlight @ RL4RealLife Workshop ICML2021 

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Replay-Guided Adversarial Environment Design



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

* NeurIPS 2021 

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