arxiv.org
Physics-Informed Conformal Prediction: Embedding PDE Consistency into Distribution-Free Uncertainty Quantification for Neural Operators
This paper introduces Physics-Informed Conformal Prediction (PI-CP), a framework that provides rigorous, spatially adaptive uncertainty estimates for neural operators solving partial differential equations (PDEs). It ensures provable coverage guarantees by embedding PDE r…