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Grounding Aleatoric Uncertainty in Unsupervised Environment Design


Jul 11, 2022
Minqi Jiang , Michael Dennis , Jack Parker-Holder , Andrei Lupu , Heinrich KĂŒttler , Edward Grefenstette , Tim RocktĂ€schel , Jakob Foerster


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Evolving Curricula with Regret-Based Environment Design


Mar 08, 2022
Jack Parker-Holder , Minqi Jiang , Michael Dennis , Mikayel Samvelyan , Jakob Foerster , Edward Grefenstette , Tim RocktÀschel

* First two authors contributed equally 

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Replay-Guided Adversarial Environment Design


Oct 06, 2021
Minqi Jiang , Michael Dennis , Jack Parker-Holder , Jakob Foerster , Edward Grefenstette , Tim RocktÀschel

* NeurIPS 2021 

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A New Formalism, Method and Open Issues for Zero-Shot Coordination


Jul 06, 2021
Johannes Treutlein , Michael Dennis , Caspar Oesterheld , Jakob Foerster


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Improving Social Welfare While Preserving Autonomy via a Pareto Mediator


Jun 07, 2021
Stephen McAleer , John Lanier , Michael Dennis , Pierre Baldi , Roy Fox


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Accumulating Risk Capital Through Investing in Cooperation


Jan 25, 2021
Charlotte Roman , Michael Dennis , Andrew Critch , Stuart Russell


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Emergent Complexity and Zero-shot Transfer via Unsupervised Environment Design


Dec 03, 2020
Michael Dennis , Natasha Jaques , Eugene Vinitsky , Alexandre Bayen , Stuart Russell , Andrew Critch , Sergey Levine


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Quantifying Differences in Reward Functions


Jun 24, 2020
Adam Gleave , Michael Dennis , Shane Legg , Stuart Russell , Jan Leike

* 8 pages main paper, 29 pages total 

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Adversarial Policies: Attacking Deep Reinforcement Learning


May 25, 2019
Adam Gleave , Michael Dennis , Neel Kant , Cody Wild , Sergey Levine , Stuart Russell

* Under review at NeurIPS 2019 

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