Reliable extrapolation of deep neural operators informed by physics or sparse observations
Published in Computer Methods in Applied Mechanics and Engineering, Volume 412, 1 July 2023, 116064, 2023
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Federated scientific machine learning for approximating functions and solving differential equations with data heterogeneity
Published in IEEE Transactions on Neural Networks and Learning Systems, 2024
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Structure-Preserving Neural Surrogates with Tractable Uncertainty Quantification
Published in arXiv Preprint, 2026
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