Mohammad Mahdi Kazemi Esfeh

Spectral Conformal Risk Control: Distribution-Free Tail Guarantees via Bayesian Quadrature

Modern vision systems are deployed in settings where occasional catastrophic failures matter more than average accuracy--for example in medical imaging, autonomous driving, and safety monitoring. While conformal prediction gives distribution-free uncertainty guarantees, most existing methods only co