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Catalyzing next-generation Artificial Intelligence through NeuroAI.
Zador A, Escola S, Richards B, Ölveczky B, Bengio Y, Boahen K, Botvinick M, Chklovskii D, Churchland A, Clopath C, DiCarlo J, Ganguli S, Hawkins J, Körding K, Koulakov A, LeCun Y, Lillicrap T, Marblestone A, Olshausen B, Pouget A, Savin C, Sejnowski T, Simoncelli E, Solla S, Sussillo D, Tolias AS, Tsao D. Zador A, et al. Among authors: lillicrap t. Nat Commun. 2023 Mar 22;14(1):1597. doi: 10.1038/s41467-023-37180-x. Nat Commun. 2023. PMID: 36949048 Free PMC article. Review.
Dendritic solutions to the credit assignment problem.
Richards BA, Lillicrap TP. Richards BA, et al. 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.
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.
Towards deep learning with segregated dendrites.
Guerguiev J, Lillicrap TP, Richards BA. Guerguiev J, et al. Elife. 2017 Dec 5;6:e22901. doi: 10.7554/eLife.22901. Elife. 2017. PMID: 29205151 Free PMC article.
Mastering Atari, Go, chess and shogi by planning with a learned model.
Schrittwieser J, Antonoglou I, Hubert T, Simonyan K, Sifre L, Schmitt S, Guez A, Lockhart E, Hassabis D, Graepel T, Lillicrap T, Silver D. Schrittwieser J, et al. Among authors: lillicrap t. Nature. 2020 Dec;588(7839):604-609. doi: 10.1038/s41586-020-03051-4. Epub 2020 Dec 23. Nature. 2020. PMID: 33361790
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
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
59 results