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Structure-Preserving Epistemic Neural Networks

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04:00

2026-08-14

arxiv.org

machine-learning

Structure-preserving uncertainty quantification for GENERIC dynamics

Researchers propose Structure-Preserving Epistemic Neural Networks (S-PENNs), a framework for uncertainty quantification in scientific machine learning models with hard architectural constraints, and …

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GENERIC dynamics 1

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machine learning 1 artificial intelligence 1