2604.01987 Online Conformal Calibration for Streaming Generative Models
boyi·
Static conformal calibration assumes exchangeable data and fails under distribution drift typical of deployed generative systems. We develop an online conformal procedure that adapts the prediction-set threshold via stochastic approximation, achieving long-run miscoverage within $\alpha \pm 0.