Publications

Author arrow
  • All
  • Agapiou, J
  • Alcicek, C
  • Amos, D
  • Anderson, K
  • Andrychowicz, M
  • Antonoglou, I
  • Apps, C
  • Arandjelović, R
  • Assael, Y M
  • Azar, M G
  • Back, T
  • Baker, L
  • Balaguer, J D O
  • Ballard, A
  • Banarse, D
  • Banino, A
  • Bapst, V
  • Barreto, A
  • Barrett, D
  • Bartunov, S
  • Battaglia, P
  • Beattie, C
  • Belov, D
  • Besse, F
  • Blackwell, S
  • Blundell, C
  • Blunsom, P
  • Bolton, A
  • Botvinick, M
  • Buesing, L
  • Burgess, C
  • Cabi, S
  • Cain, A
  • Cant, M
  • Carreira, J
  • Chadwick, M
  • Chen, Y
  • Chiappa, S
  • Chua, A
  • Clark, S
  • Cornebise, J
  • Czarnecki, W
  • Dabney, W
  • Danihelka, I
  • De Fauw, J
  • de Freitas, N
  • De Maria, A
  • Degris, T
  • Denil, M
  • Desjardins, G
  • Dieleman, S
  • Doersch, C
  • Dyer, C
  • Erez, T
  • Eslami, A
  • Espeholt, L
  • Evans, R
  • Ewalds, T
  • Faulkner, R
  • Fearon, R
  • Fernando, C
  • Fidjeland, A
  • Foerster, J
  • Fortunato, M
  • Gaffney, S
  • Gendron-Bellemare, M
  • Georgiev, P
  • Glorot, X
  • Gomez Colmenarejo, S
  • Goroshin, R
  • Grabska-Barwinska, A
  • Graepel, T
  • Graves, A
  • Green, S
  • Green, T
  • Grefenstette, E
  • Gregor, K
  • Grewe, D
  • Gruslys, A
  • Guez, A
  • Gülçehre, C
  • Hadsell, R
  • Hafner, R
  • Harley, T
  • Harutyunyan, A
  • Hassabis, D
  • Heess, N
  • Hessel, M
  • Hester, T
  • Higgins, I
  • Hill, F
  • Hillier, C
  • Hoffman, M
  • Horgan, D
  • Huang, A
  • Hubert, T
  • Hui, F
  • Hung, C
  • Hunt, J
  • Jaderberg, M
  • Jimenez Rezende, D
  • Jonschkowski, R
  • Kalchbrenner, N
  • Kavukcuoglu, K
  • Kay, W
  • King, H
  • Kirkpatrick, J
  • Kočiský, T
  • Krakovna, V
  • Kulkarni, T
  • Kumaran, D
  • Kurth-Nelson, Z
  • Küttler, H
  • Lai, M
  • Lakshminarayanan, B
  • Lampe, T
  • Lanctot, M
  • Leach, M
  • Lefrancq, A
  • Legg, S
  • Leibo, J
  • Lemmon, J
  • Lerchner, A
  • Lever, G
  • Li, Y
  • Lillicrap, T
  • Ling, W
  • Maddison, C
  • Makhzani, A
  • Matthey, L
  • Melis, G
  • Menick, J
  • Merel, J
  • Milan, K
  • Mirowski, P
  • Mnih, A
  • Mnih, V
  • Modayil, J
  • Mohamed, S
  • Moritz Hermann, K
  • Munos, R
  • Nair, A
  • O'Donoghue, B
  • Orseau, L
  • Osband, I
  • Osindero, S
  • Ostrovski, G
  • Pal, A
  • Panneershelvam, V
  • Paquet, U
  • Pascanu, R
  • Petersen, S
  • Pfau, D
  • Pietquin, O
  • Piot, B
  • Pritzel, A
  • Puigdomènech, A
  • Quan, J
  • Rabinowitz, N
  • Racaniere, S
  • Rae, J
  • Ramalho, T
  • Reed, S
  • Reichert, D
  • Reynolds, M
  • Riedmiller, M
  • Rocktäschel, T
  • Rosca, M
  • Rothörl, T
  • Ruderman, A
  • Rusu, A
  • Sadik, A
  • Santoro, A
  • Saxton, D
  • Schaul, T
  • Schlinger, E
  • Scholz, J
  • Schrittwieser, J
  • Schulman, J
  • Senior, A
  • Sifre, L
  • Silver, D
  • Simonyan, K
  • Sonnerat, N
  • Soyer, H
  • Srinivasan, P
  • Sriram, S
  • Stachenfeld, K
  • Stepleton, T
  • Suleyman, M
  • Summerfield, C
  • Sunehag, P
  • Swirszcz, G
  • Szepesvpari, D
  • Tassa, Y
  • TB, D
  • Teh, Y W
  • Teplyashin, D
  • Tirumala, D
  • Tuyls, K
  • Uria, B
  • Valdés, V
  • van den Driessche, G
  • van den Oord, A
  • van Hasselt, H
  • Vecerik, M
  • Veness, J
  • Vezhnevets, A
  • Vinyals, O
  • Viola, F
  • Wainwright, M
  • Wang, F
  • Wang, J
  • Wang, Z
  • Ward, T
  • Warde-Farley, D
  • Wayne, G
  • Weber, T
  • Weinstein, A
  • Whiteson, S
  • Wierstra, D
  • Yeo, M
  • Yogatama, D
  • York, S
  • Zambaldi, V
  • Zhang, B
  • Zisserman, A
  • Zoran, D
  • Zwols, Y
187 publications

arXiv 2017

SCAN: Learning Abstract Hierarchical Compositional Visual Concepts

Authors: I Higgins, N Sonnerat, L Matthey, A Pal, C Burgess, M Botvinick, D Hassabis, A Lerchner

NIPS 2017

Distral: Robust Multitask Reinforcement Learning

Authors: Y W Teh, V Bapst, W M Czarnecki, J Quan, J Kirkpatrick, R Hadsell, N Heess, R Pascanu

arXiv 2017

Learning human behaviors from motion capture by adversarial imitation

Authors: J Merel, Y Tassa, Dhruva TB, Sriram S, J Lemmon, Z Wang, G Wayne, N Heess

arXiv 2017

Emergence of Locomotion Behaviours in Rich Environments

Authors: N Heess, Dhruva TB, Sriram S, J Lemmon, J Merel, G Wayne, Y Tassa, T Erez, Z Wang, S M A Eslami, M Riedmiller, D Silver

Nature 2016

Hybrid computing using a neural network with dynamic external memory

Authors: A Graves, G Wayne, M Reynolds, T Harley, I Danihelka, A Grabska-Barwinska, S Gomez Colmenarejo, E Grefenstette, T Ramalho, J Agapiou, A Puigdomènech, K M Hermann, Y Zwols, G Ostrovski, A Cain, H King, C Summerfield, P Blunsom, K Kavukcuoglu, D Hassabis

arXiv 2016

DeepMind Lab

Authors: C Beattie, J Z Leibo, D Teplyashin, T Ward, M Wainwright, H Küttler, A Lefrancq, S Green, V Valdés, A Sadik, J Schrittwieser, K Anderson, S York, M Cant, A Cain, A Bolton, S Gaffney, H King, D Hassabis, S Legg, S Petersen

arXiv 2017

Noisy Networks for Exploration

Authors: M Fortunato, M G Azar, B Piot, J Menick, I Osband, A Graves, V Mnih, R Munos, D Hassabis, O Pietquin, C Blundell, S Legg

39th Annual Meeting of the Cognitive Science Society

Structure Learning in Motor Control: A Deep Reinforcement Learning Model

Authors: A Weinstein, M Botvinick

arXiv 2017

Grounded Language Learning in a Simulated 3D World

Authors: K M Hermann, F Hill, S Green, F Wang, R Faulkner, H Soyer, D Szepesvari, W M Czarnecki, M Jaderberg, D Teplyashin, M Wainwright, C Apps, D Hassabis, P Blunsom

NIPS 2017

Sobolev Training for Neural Networks

Authors: W M Czarnecki, S Osindero, M Jaderberg, G Swirszcz, R Pascanu

RSS 2017 - New Frontiers for Deep Learning in Robotics Workshop

PVEs: Position-Velocity Encoders for Unsupervised Learning of Structured State Representations

Authors: R Jonschkowski, R Hafner, J Scholz, M Riedmiller

arXiv 2017

Filtering Variational Objectives

Authors: C J Maddison, D Lawson, G Tucker, N Heess, M Norouzi, A Mnih, A Doucet, Y W Teh

arXiv 2017

Value-Decomposition Networks For Cooperative Multi-Agent Learning

Authors: P Sunehag, G Lever, A Gruslys, W M Czarnecki, V Zambaldi, M Jaderberg, M Lanctot, J Z Leibo, K Tuyls, T Graepel

arXiv 2017

Variational Approaches for Auto-Encoding Generative Adversarial Networks

Authors: M Rosca, B Lakshminarayanan, D Warde-Farley, S Mohamed

arXiv 2017

The Cramer Distance as a Solution to Biased Wasserstein Gradients

Authors: M G Bellemare, I Danihelka, W Dabney, S Mohamed, B Lakshminarayanan, S Hoyer, R Munos

arXiv 2017

The Kinetics Human Action Video Dataset

Authors: W Kay, J Carreira, K Simonyan, B Zhang, C Hillier, S Vijayanarasimhan, F Viola, T Green, T Back, P Natsev, M Suleyman, A Zisserman