Publications

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  • Agapiou, J
  • Alcicek, C
  • Amos, D
  • Anderson, K
  • Andrychowicz, M
  • Antonoglou, I
  • Apps, C
  • Arandjelović, R
  • Askham, H
  • Assael, Y M
  • Ayoub, K
  • Azar, M G
  • Babuschkin, I
  • Back, T
  • Baker, L
  • Balaguer, J D O
  • Balduzzi, D
  • Ballard, A
  • Banarse, D
  • Banino, A
  • Bapst, V
  • Barreto, A
  • Barrett, D
  • Bartunov, S
  • Battaglia, P
  • Beattie, C
  • Belov, D
  • Besse, F
  • Bhoopchand, A
  • Blackwell, S
  • Blundell, C
  • Blunsom, P
  • Bolton, A
  • Botvinick, M
  • Bouton, S
  • Budden, D
  • Buesing, L
  • Burgess, C
  • Cabi, S
  • Cain, A
  • Cant, M
  • Carreira, J
  • Casagrande, N
  • Chadwick, M
  • Chen, Y
  • Chiappa, S
  • Chow, Y
  • Chua, A
  • Clark, S
  • Cobo, L C
  • Cornebise, J
  • Czarnecki, W
  • Dabney, W
  • Dalibard, V
  • Danihelka, I
  • De Fauw, J
  • de Freitas, N
  • de Las Casas, D
  • De Maria, A
  • de Masson d'Autume, C
  • Degrave, J
  • Degris, T
  • Denil, M
  • Desjardins, G
  • Dieleman, S
  • Doersch, C
  • Donahue, J
  • Doron, Y
  • Dunning, I
  • Dyer, C
  • Edgar Duéñez-Guzmán, E
  • Elsen, E
  • Erez, T
  • Eslami, S M A
  • Espeholt, L
  • Evans, R
  • Everitt, T
  • Ewalds, T
  • Faulkner, R
  • Fearon, R
  • Fernando, C
  • Fidjeland, A
  • Figurnov, M
  • Firou, V
  • Foerster, J
  • Fortunato, M
  • Gaffney, S
  • García Castañeda, A
  • Gendron-Bellemare, M
  • Georgiev, P
  • Ghavamzadeh, M
  • Gillam, T
  • 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
  • Hudson, J
  • Hughes, C
  • Hughes, E
  • Hui, F
  • Hung, C
  • Hunt, J
  • Jaderberg, M
  • Jayakumar, S
  • Jimenez Rezende, D
  • Jonschkowski, R
  • Kalchbrenner, N
  • Karthikesalingam, A
  • Kavukcuoglu, K
  • Kay, W
  • Kim, H
  • King, D
  • King, H
  • Kirkpatrick, J
  • Kohli, P
  • Kočiský, T
  • Krakovna, V
  • Kramár, J
  • Kulkarni, T
  • Kumaran, D
  • Kurth-Nelson, Z
  • Küttler, H
  • Lai, M
  • Lakshminarayanan, B
  • Lampe, T
  • Lanctot, M
  • Lattimore, T
  • Lazaridou, A
  • Leach, M
  • Ledsam, J
  • Lefrancq, A
  • Legg, S
  • Leibo, J
  • Leike, J
  • Lemmon, J
  • Lerchner, A
  • Lever, G
  • Li, Y
  • Lillicrap, T
  • Ling, W
  • Lockhart, E
  • Mackinder, F
  • Maddison, C
  • Makhzani, A
  • Malinowski, M
  • Martens, J
  • Martic, M
  • Mattern, C
  • Matthey, L
  • Melis, G
  • Menick, J
  • Merel, J
  • Meyer, C
  • Milan, K
  • Mirowski, P
  • Mnih, A
  • Mnih, V
  • Modayil, J
  • Mohamed, S
  • Morcos, A
  • Moritz Hermann, K
  • Muldal, A
  • Munos, R
  • Nair, A
  • Neunert, M
  • Nikolov, S
  • Noury, S
  • O'Donoghue, B
  • Orseau, L
  • Ortega, P A
  • Osband, I
  • Osindero, S
  • Ostrovski, G
  • Paduraru, C
  • Pal, A
  • Panneershelvam, V
  • Paquet, U
  • Pascanu, R
  • Perbet, F
  • Perolat, J
  • Petersen, S
  • Pfau, D
  • Pietquin, O
  • Piot, B
  • Pritzel, A
  • Puigdomènech, A
  • Quan, J
  • Rabinowitz, N
  • Racaniere, S
  • Rae, J
  • Ramalho, T
  • Rao, D
  • Raposo, D
  • Razavi, A
  • Reed, S
  • Reichert, D
  • Reynolds, M
  • Riedmiller, M
  • Rocktäschel, T
  • Romera Paredes, B
  • Ronneberger, O
  • Rosca, M
  • Rothörl, T
  • Ruderman, A
  • Rusu, A
  • Sadik, A
  • Sanchez, M
  • Santoro, A
  • Saxton, D
  • Schaul, T
  • Schlinger, E
  • Schmitt, S
  • Scholz, J
  • Schrittwieser, J
  • Schulman, J
  • Schwarz, J
  • Senior, A
  • Sifre, L
  • Silver, D
  • Simonyan, K
  • Song, F
  • Sonnerat, N
  • Soyer, H
  • Sprechmann, P
  • Srinivasan, P
  • Sriram, S
  • Stachenfeld, K
  • Stepleton, T
  • Stimberg, F
  • Suleyman, M
  • Summerfield, C
  • Sunehag, P
  • Swirszcz, G
  • Sygnowski, J
  • Szepesvpari, D
  • Tacchetti, A
  • Tassa, Y
  • TB, D
  • Teh, Y W
  • Teplyashin, D
  • Tirumala, D
  • Tobias Springenberg, J
  • Tomasev, N
  • Toth, P
  • Tunyasuvunakool, S
  • Tuyls, K
  • Uesato, J
  • Uria, B
  • Valdés, V
  • Van de Wiele, T
  • van den Driessche, G
  • van den Oord, A
  • van Hasselt, H
  • Vecerik, M
  • Veness, J
  • Vezhnevets, A
  • Vinyals, O
  • Viola, F
  • Visentin, D
  • Wainwright, M
  • Walters, T
  • Wang, F
  • Wang, J
  • Wang, Z
  • Ward, T
  • Warde-Farley, D
  • Watters, N
  • Wayne, G
  • Weber, T
  • Weinstein, A
  • Whiteson, S
  • Wierstra, D
  • Xu, Z
  • Yeo, M
  • Yogatama, D
  • York, S
  • Zambaldi, V
  • Zen, H
  • Zhang, B
  • Zhu, Y
  • Zisserman, A
  • Zoran, D
  • Zwols, Y
  • Žídek, A
281 publications

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

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

ICML 2016

Continuous Deep Q-Learning with Model-based Acceleration

Authors: S Gu, T Lillicrap, I Sutskever, S Levine

ICLR 2016

Policy Distillation

Authors: A Rusu, S Gomez Colmenarejo, C Gülçehre, G Desjardins, J Kirkpatrick, R Pascanu, V Mnih, K Kavukcuoglu, R Hadsell

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