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Spontaneous behaviour is structured by reinforcement without explicit reward.
Markowitz JE, Gillis WF, Jay M, Wood J, Harris RW, Cieszkowski R, Scott R, Brann D, Koveal D, Kula T, Weinreb C, Osman MAM, Pinto SR, Uchida N, Linderman SW, Sabatini BL, Datta SR. Markowitz JE, et al. Nature. 2023 Feb;614(7946):108-117. doi: 10.1038/s41586-022-05611-2. Epub 2023 Jan 18. Nature. 2023. PMID: 36653449 Free PMC article.
Keypoint-MoSeq: parsing behavior by linking point tracking to pose dynamics.
Weinreb C, Pearl JE, Lin S, Osman MAM, Zhang L, Annapragada S, Conlin E, Hoffmann R, Makowska S, Gillis WF, Jay M, Ye S, Mathis A, Mathis MW, Pereira T, Linderman SW, Datta SR. Weinreb C, et al. Nat Methods. 2024 Jul;21(7):1329-1339. doi: 10.1038/s41592-024-02318-2. Epub 2024 Jul 12. Nat Methods. 2024. PMID: 38997595 Free PMC article.
Keypoint-MoSeq: parsing behavior by linking point tracking to pose dynamics.
Weinreb C, Pearl J, Lin S, Osman MAM, Zhang L, Annapragada S, Conlin E, Hoffman R, Makowska S, Gillis WF, Jay M, Ye S, Mathis A, Mathis MW, Pereira T, Linderman SW, Datta SR. Weinreb C, et al. bioRxiv [Preprint]. 2023 Dec 23:2023.03.16.532307. doi: 10.1101/2023.03.16.532307. bioRxiv. 2023. Update in: Nat Methods. 2024 Jul;21(7):1329-1339. doi: 10.1038/s41592-024-02318-2 PMID: 36993589 Free PMC article. Updated. Preprint.