Ayush Baran Sen

Conformal Prediction for Spatially Dependent Data via Sequential Whitening

Split conformal prediction uses prediction errors on held-out (calibration) data to determine how wide the prediction intervals should be. It guarantees distribution-free finite-sample coverage when these errors and the error at the target site are exchangeable. This assumption may fail under spatial dependence and non...