Certified machine learning Rigorous a posteriori error bounds for PDE defined PINNs
arXiv:2210.03426v1[cs.LG]7Oct20221Certifiedmachinelearning:RigorousaposteriorierrorboundsforPDEdefinedPINNsBirgitHillebrecht∗andBenjaminUnger†Abstract—Predictionerrorquantificationinmachinelearninghasbeenleftoutofmostmethodologicalinvestigationsofneuralnetworks,forbothpurelydata-drivenandphysics-inform...
2025-09-29
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