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20242026
most citedVerification and Validation for Trustworthy Scientific Machine Learning

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math.OC2026

Shape Derivative-Informed Neural Operators with Application to Risk-Averse Shape Optimization

Xindi Gong, Dingcheng Luo, Thomas O'Leary-Roseberry +2

Shape optimization under uncertainty (OUU) is computationally intensive for classical PDE-based methods due to the high cost of repeated sampling-based risk evaluation across many…