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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: ganguli s. 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.
Inferring hidden structure in multilayered neural circuits.
Maheswaranathan N, Kastner DB, Baccus SA, Ganguli S. Maheswaranathan N, et al. Among authors: ganguli s. PLoS Comput Biol. 2018 Aug 23;14(8):e1006291. doi: 10.1371/journal.pcbi.1006291. eCollection 2018 Aug. PLoS Comput Biol. 2018. PMID: 30138312 Free PMC article.
Emergent elasticity in the neural code for space.
Ocko SA, Hardcastle K, Giocomo LM, Ganguli S. Ocko SA, et al. Among authors: ganguli s. Proc Natl Acad Sci U S A. 2018 Dec 11;115(50):E11798-E11806. doi: 10.1073/pnas.1805959115. Epub 2018 Nov 27. Proc Natl Acad Sci U S A. 2018. PMID: 30482856 Free PMC article.
Neural representational geometry underlies few-shot concept learning.
Sorscher B, Ganguli S, Sompolinsky H. Sorscher B, et al. Among authors: ganguli s. Proc Natl Acad Sci U S A. 2022 Oct 25;119(43):e2200800119. doi: 10.1073/pnas.2200800119. Epub 2022 Oct 17. Proc Natl Acad Sci U S A. 2022. PMID: 36251997 Free PMC article.
475 results