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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. Among authors: osman mam. 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 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. Among authors: osman mam. bioRxiv [Preprint]. 2023 Dec 23:2023.03.16.532307. doi: 10.1101/2023.03.16.532307. bioRxiv. 2023. PMID: 36993589 Free PMC article. Preprint.
ArMo: An Articulated Mesh Approach for Mouse 3D Reconstruction.
Bohnslav JP, Osman MAM, Jaggi A, Soares S, Weinreb C, Datta SR, Harvey CD. Bohnslav JP, et al. Among authors: osman mam. bioRxiv [Preprint]. 2023 Feb 18:2023.02.17.526719. doi: 10.1101/2023.02.17.526719. bioRxiv. 2023. PMID: 36824774 Free PMC article. Preprint.