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cs.LG 1

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2026 1

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UNVERDICTED 1

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Physics-informed neural particle flow for the Bayesian update step

cs.LG · 2026-02-26 · unverdicted · novelty 6.0

A neural network approximates the velocity field of log-homotopy particle flow by enforcing a derived master PDE from the continuity equation, enabling unsupervised amortized Bayesian updates with reduced stiffness.

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  • Physics-informed neural particle flow for the Bayesian update step cs.LG · 2026-02-26 · unverdicted · none · ref 18

    A neural network approximates the velocity field of log-homotopy particle flow by enforcing a derived master PDE from the continuity equation, enabling unsupervised amortized Bayesian updates with reduced stiffness.