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Tag: physics.comp-ph

Parameter misspecification in physics-informed neural networks: A closed-form audit and its limits

Parameter misspecification in physics-informed neural networks: A closed-form audit and its limits

October 20, 2026

[Submitted on 9 Oct 2026] View PDF Abstract:Physics-informed neural networks (PINNs) are trained to minimize the residual of a prescribed…

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