Publications

Author arrow
  • All
  • Agapiou, J
  • Alcicek, C
  • Amos, D
  • Anderson, K
  • Andrychowicz, M
  • Antonoglou, I
  • Assael, Y M
  • 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
  • Cain, A
  • Cant, M
  • Chadwick, M
  • Chua, A
  • Cornebise, J
  • Czarnecki, W
  • Danihelka, I
  • De Fauw, J
  • de Freitas, N
  • De Maria, A
  • Degris, T
  • Denil, M
  • Desjardins, G
  • Dieleman, S
  • Dyer, C
  • Erez, T
  • Eslami, A
  • Espeholt, L
  • Fearon, R
  • Fernando, C
  • Fidjeland, A
  • Foerster, J
  • Gaffney, S
  • Gendron-Bellemare, M
  • Glorot, X
  • Gomez Colmenarejo, S
  • Goroshin, R
  • Grabska-Barwinska, A
  • Graepel, T
  • Graves, A
  • Green, S
  • Grefenstette, E
  • Gregor, K
  • Grewe, D
  • Gruslys, A
  • Guez, A
  • Gülçehre, C
  • Hadsell, R
  • Harley, T
  • Harutyunyan, A
  • Hassabis, D
  • Heess, N
  • Hessel, M
  • Higgins, I
  • Hoffman, M
  • Huang, A
  • Hung, C
  • Hunt, J
  • Jaderberg, M
  • Jimenez Rezende, D
  • Kalchbrenner, N
  • Kavukcuoglu, K
  • Kay, W
  • King, H
  • Kirkpatrick, J
  • Kočiský, T
  • Kulkarni, T
  • Kumaran, D
  • Kurth-Nelson, Z
  • Küttler, H
  • Lakshminarayanan, B
  • Lanctot, M
  • Leach, M
  • Lefrancq, A
  • Legg, S
  • Leibo, J
  • Lerchner, A
  • Li, Y
  • Lillicrap, T
  • Ling, W
  • Maddison, C
  • Matthey, L
  • Melis, G
  • Milan, K
  • Mirowski, P
  • Mnih, A
  • Mnih, V
  • 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
  • Rae, J
  • Ramalho, T
  • Reed, S
  • Reynolds, M
  • Riedmiller, M
  • Rocktäschel, T
  • Rosca, M
  • Rothörl, T
  • Ruderman, A
  • Rusu, A
  • Sadik, A
  • Santoro, A
  • Saxton, D
  • Schaul, T
  • Schlinger, E
  • Schrittwieser, J
  • Schulman, J
  • Senior, A
  • Sifre, L
  • Silver, D
  • Simonyan, K
  • Soyer, H
  • Srinivasan, P
  • Srinivasan, S
  • Stepleton, T
  • Suleyman, M
  • Summerfield, C
  • Swirszcz, G
  • Szepesvpari, D
  • Tassa, Y
  • Teh, Y W
  • Teplyashin, D
  • Tirumala, D
  • 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
  • Wayne, G
  • Weber, T
  • Whiteson, S
  • Wierstra, D
  • Yogatama, D
  • York, S
  • Zisserman, A
  • Zoran, D
  • Zwols, Y
145 publications

arXiv 2016

Model-Free Episodic Control

Authors: C Blundell, B Uria, A Pritzel, Y Li, A Ruderman, J Z Leibo, J Rae, D Wierstra, D Hassabis

Proceedings of the National Academy of Sciences 2016

Semantic representations in the temporal pole predict false memories

Authors: M J Chadwick, R S Anjum, D Kumaran, D L Schacter, H J Spiers, D Hassabis

Trends in Cognitive Sciences 2016

What Learning Systems do Intelligent Agents Need? Complementary Learning Systems Theory Updated

Authors: D Kumaran, D Hassabis, JL McClelland

bioRxiv 2016

Towards an integration of Deep Learning and Neuroscience

Authors: A H Marblestone, G Wayne, K P Kording

bioRxiv 2016

The successor representation in human reinforcement learning

Authors: I Momennejad, E M Russek, J H Cheong, M Botvinick, N Daw, S J Gershman

bioRxiv 2016

Predictive representations can link model-based reinforcement learning to model-free mechanisms

Authors: E M Russek, I Momennejad, M Botvinick, S J Gershman, N D Daw

AISTATS 2017

Learning Nash Equilibrium for General-Sum Markov Games from Batch Data

Authors: J Perolat, F Strub, B Piot, O Pietquin

UAI 2016 - Best Paper Award

Thompson Sampling is Asymptotically Optimal in General Environments

Authors: J Leike, T Lattimore, L Orseau, M Hutter

GECCO 2016

Convolution by Evolution: Differentiable Pattern Producing Networks

Authors: C Fernando, D Banarse, M Reynolds, F Besse, D Pfau, M Jaderberg, M Lanctot, D Wierstra

Neuron 2016

Neural Mechanisms of Hierarchical Planning in a Virtual Subway Network

Authors: J Balaguer, H Spiers, D Hassabis, C Summerfield

ICML 2016

One-shot Learning with Memory-Augmented Neural Networks

Authors: A Santoro, S Bartunov, M Botvinick, D Wierstra, T Lillicrap

ICML 2016

Asynchronous Methods for Deep Reinforcement Learning

Authors: V Mnih, A Puigdomènech Badia, M Mirza, A Graves, T Lillicrap, T Harley, D Silver, K Kavukcuoglu

ICML 2016 - Best Paper Award

Dueling Network Architecture for Deep Reinforcement Learning

Authors: Z Wang, T Schaul, M Hessel, H van Hasselt, M Lanctot, N de Freitas

ICML 2016

One-Shot Generalization in Deep Generative Models

Authors: D J Rezende, S Mohamed, I Danihelka, K Gregor, D Wierstra