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Deep learning via Hessian-free optimization

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cs.LG 1

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2026 1

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Hessian Matching for Machine-Learned Coarse-Grained Molecular Dynamics

cs.LG · 2026-05-12 · unverdicted · novelty 6.0

Stochastic Hessian-vector product matching augments force matching to instill second-order curvature into coarse-grained molecular dynamics potentials, outperforming force matching on slow-mode metrics for 8 of 9 test proteins.

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  • Hessian Matching for Machine-Learned Coarse-Grained Molecular Dynamics cs.LG · 2026-05-12 · unverdicted · none · ref 21

    Stochastic Hessian-vector product matching augments force matching to instill second-order curvature into coarse-grained molecular dynamics potentials, outperforming force matching on slow-mode metrics for 8 of 9 test proteins.