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Computation through neural population dynamics.Annual review of neuroscience, 43(1):249–275, 2020

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cs.LG 1

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2026 1

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BrainDyn: A Sheaf Neural ODE for Generative Brain Dynamics

cs.LG · 2026-05-19 · unverdicted · novelty 6.0

BrainDyn is a sheaf neural ODE model that encodes brain region activity history via LSTMs, projects states through restriction maps, and uses a sheaf Laplacian for message passing to generate continuous-time dynamics on brain graphs.

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  • BrainDyn: A Sheaf Neural ODE for Generative Brain Dynamics cs.LG · 2026-05-19 · unverdicted · none · ref 39

    BrainDyn is a sheaf neural ODE model that encodes brain region activity history via LSTMs, projects states through restriction maps, and uses a sheaf Laplacian for message passing to generate continuous-time dynamics on brain graphs.