Conformal risk control for model-form uncertainty in parametric non-intrusive reduced-order models
CB, ENS Paris Saclay · CB, Michelin · CB, Michelin · CB, ENSIIE, ENS Paris Saclay
stat.ML, cs.LG
Submitted: 2026-08-04
Updated: 2026-09-21
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification
- Conformal Risk Control
- Automatically Adaptive Conformal Risk Control
- A Conformal Prediction Framework for Uncertainty Quantification in Physics-Informed Neural Networks
- Uncertainty Quantification for Reduced-Order Surrogate Models Applied to Cloud Microphysics
- Reduced Basis Methods: Success, Limitations and Future Challenges
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