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Beyond Bayes-optimality: meta-learning what you know you don't know


Oct 12, 2022
Jordi Grau-Moya, Grégoire Delétang, Markus Kunesch, Tim Genewein, Elliot Catt, Kevin Li, Anian Ruoss, Chris Cundy, Joel Veness, Jane Wang, Marcus Hutter, Christopher Summerfield, Shane Legg, Pedro Ortega

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* 33 pages, 8 figures, technical report 

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


Oct 20, 2021
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

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* DeepMind Tech Report, 16 pages, 4 figures 

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Reinforcement Learning with Information-Theoretic Actuation


Sep 30, 2021
Elliot Catt, Marcus Hutter, Joel Veness

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A Combinatorial Perspective on Transfer Learning


Oct 23, 2020
Jianan Wang, Eren Sezener, David Budden, Marcus Hutter, Joel Veness

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Gaussian Gated Linear Networks


Jun 10, 2020
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


Feb 21, 2020
Eren Sezener, Marcus Hutter, David Budden, Jianan Wang, Joel Veness

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Gated Linear Networks


Sep 30, 2019
Joel Veness, Tor Lattimore, Avishkar Bhoopchand, David Budden, Christopher Mattern, Agnieszka Grabska-Barwinska, Peter Toth, Simon Schmitt, Marcus Hutter

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

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Meta-learning of Sequential Strategies


May 08, 2019
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

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* DeepMind Technical Report (15 pages, 6 figures) 

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Online Learning with Gated Linear Networks


Dec 05, 2017
Joel Veness, Tor Lattimore, Avishkar Bhoopchand, Agnieszka Grabska-Barwinska, Christopher Mattern, Peter Toth

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* 40 pages 

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


Dec 01, 2017
Marlos C. Machado, Marc G. Bellemare, Erik Talvitie, Joel Veness, Matthew Hausknecht, Michael Bowling

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