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For: Pollock E, Jazayeri M. Engineering recurrent neural networks from task-relevant manifolds and dynamics. PLoS Comput Biol 2020;16:e1008128. [PMID: 32785228 PMCID: PMC7446915 DOI: 10.1371/journal.pcbi.1008128] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Revised: 08/24/2020] [Accepted: 07/08/2020] [Indexed: 12/11/2022]  Open
Number Cited by Other Article(s)
1
Ruff DA, Markman SK, Kim JZ, Cohen MR. Linking neural population formatting to function. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.03.631242. [PMID: 39803479 PMCID: PMC11722384 DOI: 10.1101/2025.01.03.631242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/23/2025]
2
Bardella G, Franchini S, Pani P, Ferraina S. Lattice physics approaches for neural networks. iScience 2024;27:111390. [PMID: 39679297 PMCID: PMC11638618 DOI: 10.1016/j.isci.2024.111390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2024]  Open
3
Yu H, Zhao Q. Brain-inspired multisensory integration neural network for cross-modal recognition through spatiotemporal dynamics and deep learning. Cogn Neurodyn 2024;18:3615-3628. [PMID: 39712112 PMCID: PMC11655826 DOI: 10.1007/s11571-023-09932-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Revised: 12/25/2022] [Accepted: 01/13/2023] [Indexed: 02/05/2023]  Open
4
Yang J, Zhang H, Lim S. Sensory-memory interactions via modular structure explain errors in visual working memory. eLife 2024;13:RP95160. [PMID: 39388221 PMCID: PMC11466453 DOI: 10.7554/elife.95160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/12/2024]  Open
5
Kikumoto A, Bhandari A, Shibata K, Badre D. A transient high-dimensional geometry affords stable conjunctive subspaces for efficient action selection. Nat Commun 2024;15:8513. [PMID: 39353961 PMCID: PMC11445473 DOI: 10.1038/s41467-024-52777-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 09/18/2024] [Indexed: 10/03/2024]  Open
6
Kikumoto A, Bhandari A, Shibata K, Badre D. A Transient High-dimensional Geometry Affords Stable Conjunctive Subspaces for Efficient Action Selection. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.06.09.544428. [PMID: 37333209 PMCID: PMC10274903 DOI: 10.1101/2023.06.09.544428] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/20/2023]
7
Lin Z, Huang H. Spiking mode-based neural networks. Phys Rev E 2024;110:024306. [PMID: 39295018 DOI: 10.1103/physreve.110.024306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Accepted: 07/22/2024] [Indexed: 09/21/2024]
8
Eissa TL, Kilpatrick ZP. Learning efficient representations of environmental priors in working memory. PLoS Comput Biol 2023;19:e1011622. [PMID: 37943956 PMCID: PMC10662764 DOI: 10.1371/journal.pcbi.1011622] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 11/21/2023] [Accepted: 10/20/2023] [Indexed: 11/12/2023]  Open
9
Langdon C, Genkin M, Engel TA. A unifying perspective on neural manifolds and circuits for cognition. Nat Rev Neurosci 2023;24:363-377. [PMID: 37055616 PMCID: PMC11058347 DOI: 10.1038/s41583-023-00693-x] [Citation(s) in RCA: 53] [Impact Index Per Article: 26.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/06/2023] [Indexed: 04/15/2023]
10
Soda T, Ahmadi A, Tani J, Honda M, Hanakawa T, Yamashita Y. Simulating developmental diversity: Impact of neural stochasticity on atypical flexibility and hierarchy. Front Psychiatry 2023;14:1080668. [PMID: 37009124 PMCID: PMC10050443 DOI: 10.3389/fpsyt.2023.1080668] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 02/21/2023] [Indexed: 03/17/2023]  Open
11
DePasquale B, Sussillo D, Abbott LF, Churchland MM. The centrality of population-level factors to network computation is demonstrated by a versatile approach for training spiking networks. Neuron 2023;111:631-649.e10. [PMID: 36630961 PMCID: PMC10118067 DOI: 10.1016/j.neuron.2022.12.007] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 06/17/2022] [Accepted: 12/05/2022] [Indexed: 01/12/2023]
12
Beiran M, Meirhaeghe N, Sohn H, Jazayeri M, Ostojic S. Parametric control of flexible timing through low-dimensional neural manifolds. Neuron 2023;111:739-753.e8. [PMID: 36640766 PMCID: PMC9992137 DOI: 10.1016/j.neuron.2022.12.016] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2021] [Revised: 09/23/2022] [Accepted: 12/08/2022] [Indexed: 01/15/2023]
13
Yoon HG, Kim P. STDP-based associative memory formation and retrieval. J Math Biol 2023;86:49. [PMID: 36826758 DOI: 10.1007/s00285-023-01883-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Revised: 12/11/2022] [Accepted: 01/31/2023] [Indexed: 02/25/2023]
14
Zhang X, Long X, Zhang SJ, Chen ZS. Excitatory-inhibitory recurrent dynamics produce robust visual grids and stable attractors. Cell Rep 2022;41:111777. [PMID: 36516752 PMCID: PMC9805366 DOI: 10.1016/j.celrep.2022.111777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 09/28/2022] [Accepted: 11/14/2022] [Indexed: 12/15/2022]  Open
15
Valente A, Ostojic S, Pillow J. Probing the Relationship Between Latent Linear Dynamical Systems and Low-Rank Recurrent Neural Network Models. Neural Comput 2022;34:1871-1892. [PMID: 35896161 DOI: 10.1162/neco_a_01522] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Accepted: 04/15/2022] [Indexed: 11/04/2022]
16
Darshan R, Rivkind A. Learning to represent continuous variables in heterogeneous neural networks. Cell Rep 2022;39:110612. [PMID: 35385721 DOI: 10.1016/j.celrep.2022.110612] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2021] [Revised: 02/08/2022] [Accepted: 03/11/2022] [Indexed: 12/13/2022]  Open
17
Jazayeri M, Ostojic S. Interpreting neural computations by examining intrinsic and embedding dimensionality of neural activity. Curr Opin Neurobiol 2021;70:113-120. [PMID: 34537579 PMCID: PMC8688220 DOI: 10.1016/j.conb.2021.08.002] [Citation(s) in RCA: 78] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2021] [Revised: 08/11/2021] [Accepted: 08/12/2021] [Indexed: 11/16/2022]
18
Rajakumar A, Rinzel J, Chen ZS. Stimulus-Driven and Spontaneous Dynamics in Excitatory-Inhibitory Recurrent Neural Networks for Sequence Representation. Neural Comput 2021;33:2603-2645. [PMID: 34530451 PMCID: PMC8750453 DOI: 10.1162/neco_a_01418] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Accepted: 04/08/2021] [Indexed: 11/04/2022]
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