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Items: 5

1.

Neural scene representation and rendering.

Eslami SMA, Jimenez Rezende D, Besse F, Viola F, Morcos AS, Garnelo M, Ruderman A, Rusu AA, Danihelka I, Gregor K, Reichert DP, Buesing L, Weber T, Vinyals O, Rosenbaum D, Rabinowitz N, King H, Hillier C, Botvinick M, Wierstra D, Kavukcuoglu K, Hassabis D.

Science. 2018 Jun 15;360(6394):1204-1210. doi: 10.1126/science.aar6170.

PMID:
29903970
2.

Vector-based navigation using grid-like representations in artificial agents.

Banino A, Barry C, Uria B, Blundell C, Lillicrap T, Mirowski P, Pritzel A, Chadwick MJ, Degris T, Modayil J, Wayne G, Soyer H, Viola F, Zhang B, Goroshin R, Rabinowitz N, Pascanu R, Beattie C, Petersen S, Sadik A, Gaffney S, King H, Kavukcuoglu K, Hassabis D, Hadsell R, Kumaran D.

Nature. 2018 May;557(7705):429-433. doi: 10.1038/s41586-018-0102-6. Epub 2018 May 9.

PMID:
29743670
3.

Hybrid computing using a neural network with dynamic external memory.

Graves A, Wayne G, Reynolds M, Harley T, Danihelka I, Grabska-BarwiƄska A, Colmenarejo SG, Grefenstette E, Ramalho T, Agapiou J, Badia AP, Hermann KM, Zwols Y, Ostrovski G, Cain A, King H, Summerfield C, Blunsom P, Kavukcuoglu K, Hassabis D.

Nature. 2016 Oct 27;538(7626):471-476. doi: 10.1038/nature20101. Epub 2016 Oct 12.

PMID:
27732574
4.

Mastering the game of Go with deep neural networks and tree search.

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

Nature. 2016 Jan 28;529(7587):484-9. doi: 10.1038/nature16961.

PMID:
26819042
5.

Human-level control through deep reinforcement learning.

Mnih V, Kavukcuoglu K, Silver D, Rusu AA, Veness J, Bellemare MG, Graves A, Riedmiller M, Fidjeland AK, Ostrovski G, Petersen S, Beattie C, Sadik A, Antonoglou I, King H, Kumaran D, Wierstra D, Legg S, Hassabis D.

Nature. 2015 Feb 26;518(7540):529-33. doi: 10.1038/nature14236.

PMID:
25719670

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