Fabio Viola

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DeepMind

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Papers21 papers

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On the role of planning in model-based deep reinforcement learning

Jessica B. Hamrick,Abram L. Friesen, Feryal Behbahani,Arthur Guez,Fabio Viola, Sims Witherspoon, Thomas Anthony,Lars Buesing, Petar Veličković,Théophane Weber

ICLR 2021, (2021)

Bibtex

Neural Communication Systems with Bandwidth-limited Channel

Ullrich Karen,Viola Fabio,Rezende Danilo Jimenez

Bibtex

Value-driven Hindsight Modelling

Guez Arthur,Viola Fabio,Weber Théophane,Buesing Lars,Kapturowski Steven,Precup Doina,Silver David,Heess Nicolas

NIPS 2020, (2020)

EIBibtex

Causally Correct Partial Models for Reinforcement Learning

Rezende Danilo J.,Danihelka Ivo, Papamakarios George, Ke Nan Rosemary, Jiang Ray,Weber Theophane,Gregor Karol, Merzic Hamza,Viola Fabio, Wang Jane, Mitrovic Jovana, Besse Frederic

Cited by2Bibtex

TF-Replicator: Distributed Machine Learning for Researchers

Peter Buchlovsky,David Budden, Dominik Grewe, Chris Jones, John Aslanides, Frederic Besse,Andy Brock, Aidan Clark, Sergio Gomez Colmenarejo, Aedan Pope,Fabio Viola, Dan Belov

arXiv: Learning, (2019)

Cited by19EIBibtex

Vector based Navigation using Grid like Representations in Artificial Agents

Alexander Pritzel, Andrea Banino, Benigno Uria, Brian C Zhang, Caswell Barry, Charles Blundell, Charlie Beattie, Demis Hassabis, Dharshan Kumaran,Fabio Viola, Greg Wayne, Helen King

(2018)

Bibtex

Learning models for visual 3D localization with implicit mapping

Dan Rosenbaum, Frederic Besse,Fabio Viola,Danilo J. Rezende,S. M. Ali Eslami

arXiv: Computer Vision and Pattern Recognition, (2018)

EIBibtex

Consistent Generative Query Networks

Ananya Kumar,S. M. Ali Eslami,Danilo J. Rezende, Marta Garnelo,Fabio Viola,Edward Lockhart,Murray Shanahan

arXiv: Computer Vision and Pattern Recognition, (2018)

EIBibtex

Neural scene representation and rendering

S M Ali Eslami,Danilo Jimenez Rezende, Frederic Besse,Fabio Viola,Ari S Morcos, Marta Garnelo,Avraham Ruderman,Andrei A Rusu,Ivo Danihelka, Karol Gregor,David P Reichert,Lars Buesing

Science (New York, N.Y.), no. 6394 (2018): 1204-1210

Cited by240WOSBibtex

Consistent Jumpy Predictions for Videos and Scenes

Ananya Kumar,S. M. Ali Eslami,Danilo Jimenez Rezende, Marta Garnelo,Fabio Viola,Edward Lockhart,Murray Shanahan

arXiv: Computer Vision and Pattern Recognition, (2018)

Bibtex

Generative Temporal Models with Spatial Memory for Partially Observed Environments

Marco Fraccaro,Danilo Jimenez Rezende, Yori Zwols, Alexander Pritzel,S. M. Ali Eslami,Fabio Viola

ICML, (2018): 1544-1553

Cited by14EIBibtex

Learning and Querying Fast Generative Models for Reinforcement Learning

Lars Buesing,Theophane Weber, Sébastien Racanière,S. M. Ali Eslami,Danilo Jimenez Rezende,David P. Reichert,Fabio Viola, Frederic Besse,Karol Gregor,Demis Hassabis,Daan Wierstra

arXiv: Learning, (2018)

Cited by52EIBibtex

Generalized elbo with constrained optimization, geco

Danilo J Rezende,Fabio Viola

Workshop on Bayesian Deep Learning, NeurIPS, (2018)

Cited by4Bibtex

Encoding Spatial Relations from Natural Language

Tiago Ramalho,Tomás Kociský, Frederic Besse,S. M. Ali Eslami, Gábor Melis,Fabio Viola,Phil Blunsom,Karl Moritz Hermann

arXiv: Computation and Language, (2018)

Cited by2EIBibtex

Learning Dynamic State Abstractions for Model Based Reinforcement Learning

Lars Buesing,Theophane Weber, Sebastien Racaniere, SM Ali Eslami, Danilo Rezende, David Reichert,Fabio Viola, Frederic Besse, Karol Gregor, Demis Hassabis, Daan Wierstra

(2018)

Bibtex

Learning to encode spatial relations from natural language