Papers

Distribution-Free Robust Predict-Then-Optimize in Function Spaces

Patel et al. · arXiv 2026 · Design & trust

What it does

Conformal bounds on neural-operator outputs, used directly in the design optimisation.

Why it matters

Optimisers exploit surrogate errors; this keeps the chosen design robust to them.

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