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
  • Balaguer, J D O
  • Ballard, A
  • Banarse, D
  • Banino, A
  • Bapst, V
  • Barreto, A
  • 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
  • Chiappa, S
  • Chua, A
  • 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
  • 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
  • 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
  • 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
182 publications

arXiv 2016

Learning to Perform Physics Experiments via Deep Reinforcement Learning

Authors: M Denil, P Agrawal, T D Kulkarni, T Erez, P Battaglia, N de Freitas

Nature 2016

Mastering the game of Go with Deep Neural Networks & Tree Search

Authors: D Silver, A Huang, C J Maddison, A Guez, L Sifre, G van den Driessche, J Schrittwieser, I Antonoglou, V Panneershelvam, M Lanctot, S Dieleman, D Grewe, J Nham, N Kalchbrenner, I Sutskever, T Graepel, T Lillicrap, M Leach, K Kavukcuoglu, D Hassabis

Neuron 2016

Computations Underlying Social Hierarchy Learning: Distinct Neural Mechanisms for Updating and Representing Self-Relevant Information

Authors: D Kumaran, A Banino, C Blundell, D Hassabis, P Dayan

NIPS 2016

Learning to Communicate with Deep Multi-Agent Reinforcement Learning

Authors: J Foerster, Y M Assael, N de Freitas, S Whiteson

NIPS 2016

Unsupervised Learning of 3D Structure from Images

Authors: D J Rezende, S M A Eslami, S Mohamed, P Battaglia, M Jaderberg, N Heess

NIPS 2016

Conditional Image Generation with PixelCNN Decoders

Authors: A van den Oord, N Kalchbrenner, O Vinyals, L Espeholt, A Graves, K Kavukcuoglu

NIPS 2016

Strategic Attentive Writer for Learning Macro-Actions

Authors: A Vezhnevets, V Mnih, J Agapiou, S Osindero, A Graves, O Vinyals, K Kavukcuoglu

NIPS 2016

Learning to Learn by Gradient Descent by Gradient Descent

Authors: M Andrychowicz, M Denil, S Gomez Colmenarejo, M W Hoffman, D Pfau, T Schaul, N de Freitas

NIPS 2016

Matching Networks for One Shot Learning

Authors: O Vinyals, C Blundell, T Lillicrap, K Kavukcuoglu, D Wierstra

NIPS 2016

Memory-Efficient Backpropagation through Time

Authors: A Gruslys, R Munos, I Danihelka, M Lanctot, A Graves

NIPS 2016

Safe and Efficient Off-Policy Reinforcement Learning

Authors: R Munos, T Stepleton, A Harutyunyan, M G Bellemare

NIPS 2016

Unifying Count-Based Exploration and Intrinsic Motivation

Authors: M G Bellemare, Sriram S, G Ostrovski, T Schaul, D Saxton, R Munos

NIPS 2016

Learning values across many orders of magnitude

Authors: H van Hasselt, A Guez, M Hessel, V Mnih, D Silver

NIPS 2016

Attend, Infer, Repeat: Fast Scene Understanding with Generative Models

Authors: S M A Eslami, N Heess, T Weber, Y Tassa, D Szepesvari, K Kavukcuoglu, G E Hinton

NIPS 2016

Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes

Authors: J Rae, J J Hunt, T Harley, I Danihelka, A Senior, G Wayne, A Graves, T Lillicrap

ACL 2016

Learning the Curriculum with Bayesian Optimization for Task-Specific Word Representation Learning

Authors: Y Tsvetkov, M Faruqui, W Ling, B MacWhinney, C Dyer