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Shaking the foundations: delusions in sequence models for interaction and control



Pedro A. Ortega , Markus Kunesch , Grégoire Delétang , Tim Genewein , Jordi Grau-Moya , Joel Veness , Jonas Buchli , Jonas Degrave , Bilal Piot , Julien Perolat , Tom Everitt , Corentin Tallec , Emilio Parisotto , Tom Erez , Yutian Chen , Scott Reed , Marcus Hutter , Nando de Freitas , Shane Legg

* DeepMind Tech Report, 16 pages, 4 figures 

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Reinforcement Learning with Information-Theoretic Actuation



Elliot Catt , Marcus Hutter , Joel Veness


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A Combinatorial Perspective on Transfer Learning



Jianan Wang , Eren Sezener , David Budden , Marcus Hutter , Joel Veness


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Gaussian Gated Linear Networks



David Budden , Adam Marblestone , Eren Sezener , Tor Lattimore , Greg Wayne , Joel Veness


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Online Learning in Contextual Bandits using Gated Linear Networks



Eren Sezener , Marcus Hutter , David Budden , Jianan Wang , Joel Veness


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Gated Linear Networks



Joel Veness , Tor Lattimore , Avishkar Bhoopchand , David Budden , Christopher Mattern , Agnieszka Grabska-Barwinska , Peter Toth , Simon Schmitt , Marcus Hutter

* arXiv admin note: substantial text overlap with arXiv:1712.01897 

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Meta-learning of Sequential Strategies



Pedro A. Ortega , Jane X. Wang , Mark Rowland , Tim Genewein , Zeb Kurth-Nelson , Razvan Pascanu , Nicolas Heess , Joel Veness , Alex Pritzel , Pablo Sprechmann , Siddhant M. Jayakumar , Tom McGrath , Kevin Miller , Mohammad Azar , Ian Osband , Neil Rabinowitz , András György , Silvia Chiappa , Simon Osindero , Yee Whye Teh , Hado van Hasselt , Nando de Freitas , Matthew Botvinick , Shane Legg

* DeepMind Technical Report (15 pages, 6 figures) 

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Online Learning with Gated Linear Networks



Joel Veness , Tor Lattimore , Avishkar Bhoopchand , Agnieszka Grabska-Barwinska , Christopher Mattern , Peter Toth

* 40 pages 

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Revisiting the Arcade Learning Environment: Evaluation Protocols and Open Problems for General Agents



Marlos C. Machado , Marc G. Bellemare , Erik Talvitie , Joel Veness , Matthew Hausknecht , Michael Bowling


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Overcoming catastrophic forgetting in neural networks



James Kirkpatrick , Razvan Pascanu , Neil Rabinowitz , Joel Veness , Guillaume Desjardins , Andrei A. Rusu , Kieran Milan , John Quan , Tiago Ramalho , Agnieszka Grabska-Barwinska , Demis Hassabis , Claudia Clopath , Dharshan Kumaran , Raia Hadsell


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