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Razvan Marinescu

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Hessian Matching for Machine-Learned Coarse-Grained Molecular Dynamics

This work introduces a framework that augments force matching with stochastic Hessian-vector product (HVP) matching, instilling second-order curvature information into CG potentials without constructing the full Hessian.

S. Murdeshwar, Sanjit Shashi, Kevin Bachelor et al. · 0 citations
Preprint Aug 2026

Logarithmic derivatives of variational and singular stochastic partial differential equations

For a stochastic partial differential equation posed on a Gelfand triple and satisfying the fully local monotone conditions of R\"ockner, Shang and Zhang, we compute the logarithmic derivative of the law of the solution at a fixed time along a prescribed direction of the state space. The formula is intrinsic, being exp...

Ehsan Mirafzali, F. Proske, Razvan Marinescu · 0 citations

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