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Memory Efficient Meta-Learning with Large Images


Jul 02, 2021
John Bronskill, Daniela Massiceti, Massimiliano Patacchiola, Katja Hofmann, Sebastian Nowozin, Richard E. Turner


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Grounding Spatio-Temporal Language with Transformers


Jun 16, 2021
Tristan Karch, Laetitia Teodorescu, Katja Hofmann, Clément Moulin-Frier, Pierre-Yves Oudeyer

* Contains main article and supplementaries 

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SoftDICE for Imitation Learning: Rethinking Off-policy Distribution Matching


Jun 06, 2021
Mingfei Sun, Anuj Mahajan, Katja Hofmann, Shimon Whiteson


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Navigation Turing Test (NTT): Learning to Evaluate Human-Like Navigation


May 20, 2021
Sam Devlin, Raluca Georgescu, Ida Momennejad, Jaroslaw Rzepecki, Evelyn Zuniga, Gavin Costello, Guy Leroy, Ali Shaw, Katja Hofmann


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SocialAI 0.1: Towards a Benchmark to Stimulate Research on Socio-Cognitive Abilities in Deep Reinforcement Learning Agents


Apr 27, 2021
Grgur Kovač, Rémy Portelas, Katja Hofmann, Pierre-Yves Oudeyer

* Accepted at NAACL ViGIL Workshop 2021 

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ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition


Apr 09, 2021
Daniela Massiceti, Luisa Zintgraf, John Bronskill, Lida Theodorou, Matthew Tobias Harris, Edward Cutrell, Cecily Morrison, Katja Hofmann, Simone Stumpf


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TeachMyAgent: a Benchmark for Automatic Curriculum Learning in Deep RL


Mar 17, 2021
Clément Romac, Rémy Portelas, Katja Hofmann, Pierre-Yves Oudeyer


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Evaluating the Robustness of Collaborative Agents


Jan 14, 2021
Paul Knott, Micah Carroll, Sam Devlin, Kamil Ciosek, Katja Hofmann, A. D. Dragan, Rohin Shah


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Deep Interactive Bayesian Reinforcement Learning via Meta-Learning


Jan 11, 2021
Luisa Zintgraf, Sam Devlin, Kamil Ciosek, Shimon Whiteson, Katja Hofmann


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Meta Automatic Curriculum Learning


Nov 16, 2020
Rémy Portelas, Clément Romac, Katja Hofmann, Pierre-Yves Oudeyer

* arXiv admin note: text overlap with arXiv:2004.03168 

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