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Human-level performance in 3D multiplayer games with population-based reinforcement learning.
Jaderberg M, Czarnecki WM, Dunning I, Marris L, Lever G, Castañeda AG, Beattie C, Rabinowitz NC, Morcos AS, Ruderman A, Sonnerat N, Green T, Deason L, Leibo JZ, Silver D, Hassabis D, Kavukcuoglu K, Graepel T. Jaderberg M, et al. Among authors: rabinowitz nc. Science. 2019 May 31;364(6443):859-865. doi: 10.1126/science.aau6249. Science. 2019. PMID: 31147514
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. Eslami SMA, et al. Science. 2018 Jun 15;360(6394):1204-1210. doi: 10.1126/science.aar6170. Science. 2018. PMID: 29903970
Building machines that learn and think for themselves.
Botvinick M, Barrett DGT, Battaglia P, de Freitas N, Kumaran D, Leibo JZ, Lillicrap T, Modayil J, Mohamed S, Rabinowitz NC, Rezende DJ, Santoro A, Schaul T, Summerfield C, Wayne G, Weber T, Wierstra D, Legg S, Hassabis D. Botvinick M, et al. Among authors: rabinowitz nc. Behav Brain Sci. 2017 Jan;40:e255. doi: 10.1017/S0140525X17000048. Behav Brain Sci. 2017. PMID: 29342685
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. Banino A, et al. Nature. 2018 May;557(7705):429-433. doi: 10.1038/s41586-018-0102-6. Epub 2018 May 9. Nature. 2018. PMID: 29743670 Free article.
Reply to Huszár: The elastic weight consolidation penalty is empirically valid.
Kirkpatrick J, Pascanu R, Rabinowitz N, Veness J, Desjardins G, Rusu AA, Milan K, Quan J, Ramalho T, Grabska-Barwinska A, Hassabis D, Clopath C, Kumaran D, Hadsell R. Kirkpatrick J, et al. Proc Natl Acad Sci U S A. 2018 Mar 13;115(11):E2498. doi: 10.1073/pnas.1800157115. Epub 2018 Feb 20. Proc Natl Acad Sci U S A. 2018. PMID: 29463734 Free PMC article. No abstract available.
Overcoming catastrophic forgetting in neural networks.
Kirkpatrick J, Pascanu R, Rabinowitz N, Veness J, Desjardins G, Rusu AA, Milan K, Quan J, Ramalho T, Grabska-Barwinska A, Hassabis D, Clopath C, Kumaran D, Hadsell R. Kirkpatrick J, et al. Proc Natl Acad Sci U S A. 2017 Mar 28;114(13):3521-3526. doi: 10.1073/pnas.1611835114. Epub 2017 Mar 14. Proc Natl Acad Sci U S A. 2017. PMID: 28292907 Free PMC article.
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