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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. Among authors: lillicrap tp. 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.
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. 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. Nature. 2017 Oct 18;550(7676):354-359. doi: 10.1038/nature24270. Nature. 2017. PMID: 29052630
Towards deep learning with segregated dendrites.
Guerguiev J, Lillicrap TP, Richards BA. Guerguiev J, et al. Among authors: lillicrap tp. Elife. 2017 Dec 5;6:e22901. doi: 10.7554/eLife.22901. Elife. 2017. PMID: 29205151 Free PMC article.
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.
Can neocortical feedback alter the sign of plasticity?
Richards BA, Lillicrap TP. Richards BA, et al. Among authors: lillicrap tp. Nat Rev Neurosci. 2018 Oct;19(10):636. doi: 10.1038/s41583-018-0049-5. Nat Rev Neurosci. 2018. PMID: 30108300 No abstract available.
Dendritic solutions to the credit assignment problem.
Richards BA, Lillicrap TP. Richards BA, et al. Among authors: lillicrap tp. Curr Opin Neurobiol. 2019 Feb;54:28-36. doi: 10.1016/j.conb.2018.08.003. Epub 2018 Sep 8. Curr Opin Neurobiol. 2019. PMID: 30205266 Review.
38 results