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Luc Brogat-Motte

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#machine learning Preprint Sep 2026

Fast Learning Rates for Physics-Informed Kernel Methods

This work considers the setting where $D$ is a linear differential operator and analyzes a physics-informed kernel estimator combining value observations and differential observations to derive physically consistent rates in a stronger norm that jointly controls the errors in $\hat u$ and $D\hat u$.

Luc Brogat-Motte, Joachim Bona-Pellissier, Giacomo Meanti et al. · 0 citations

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