Monitoring for Shifts at Unknown Times: Parameter-Free Conditional Conformal Martingales

Tuo Liu, Drew Prinster, Francesco Orabona

Conditional conformal test martingales provide sequential tests for detecting distribution shifts, using a fixed reference dataset to avoid contamination from test-time samples. Pr…