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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. Silver D, et al. Among authors: lillicrap t. Nature. 2016 Jan 28;529(7587):484-9. doi: 10.1038/nature16961. Nature. 2016. PMID: 26819042
Mastering the game of Go without human knowledge.
Silver D, Schrittwieser J, Simonyan K, Antonoglou I, Huang A, Guez A, Hubert T, Baker L, Lai M, Bolton A, Chen Y, Lillicrap T, Hui F, Sifre L, van den Driessche G, Graepel T, Hassabis D. Silver D, et al. Among authors: lillicrap t. Nature. 2017 Oct 18;550(7676):354-359. doi: 10.1038/nature24270. Nature. 2017. PMID: 29052630
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. Among authors: lillicrap t. Nature. 2018 May;557(7705):429-433. doi: 10.1038/s41586-018-0102-6. Epub 2018 May 9. Nature. 2018. PMID: 29743670 Free article.
Backpropagation through time and the brain.
Lillicrap TP, Santoro A. Lillicrap TP, et al. Curr Opin Neurobiol. 2019 Apr;55:82-89. doi: 10.1016/j.conb.2019.01.011. Epub 2019 Mar 7. Curr Opin Neurobiol. 2019. PMID: 30851654 Free article. Review.
A deep learning framework for neuroscience.
Richards BA, Lillicrap TP, Beaudoin P, Bengio Y, Bogacz R, Christensen A, Clopath C, Costa RP, de Berker A, Ganguli S, Gillon CJ, Hafner D, Kepecs A, Kriegeskorte N, Latham P, Lindsay GW, Miller KD, Naud R, Pack CC, Poirazi P, Roelfsema P, Sacramento J, Saxe A, Scellier B, Schapiro AC, Senn W, Wayne G, Yamins D, Zenke F, Zylberberg J, Therien D, Kording KP. Richards BA, et al. Nat Neurosci. 2019 Nov;22(11):1761-1770. doi: 10.1038/s41593-019-0520-2. Epub 2019 Oct 28. Nat Neurosci. 2019. PMID: 31659335 Free PMC article. Review.
Grandmaster level in StarCraft II using multi-agent reinforcement learning.
Vinyals O, Babuschkin I, Czarnecki WM, Mathieu M, Dudzik A, Chung J, Choi DH, Powell R, Ewalds T, Georgiev P, Oh J, Horgan D, Kroiss M, Danihelka I, Huang A, Sifre L, Cai T, Agapiou JP, Jaderberg M, Vezhnevets AS, Leblond R, Pohlen T, Dalibard V, Budden D, Sulsky Y, Molloy J, Paine TL, Gulcehre C, Wang Z, Pfaff T, Wu Y, Ring R, Yogatama D, Wünsch D, McKinney K, Smith O, Schaul T, Lillicrap T, Kavukcuoglu K, Hassabis D, Apps C, Silver D. Vinyals O, et al. Among authors: lillicrap t. Nature. 2019 Nov;575(7782):350-354. doi: 10.1038/s41586-019-1724-z. Epub 2019 Oct 30. Nature. 2019. PMID: 31666705
Backpropagation and the brain.
Lillicrap TP, Santoro A, Marris L, Akerman CJ, Hinton G. Lillicrap TP, et al. Nat Rev Neurosci. 2020 Jun;21(6):335-346. doi: 10.1038/s41583-020-0277-3. Epub 2020 Apr 17. Nat Rev Neurosci. 2020. PMID: 32303713 Review.
59 results