Qi Kuang

Anytime-Valid Distribution Shift Detection via Predictive Rank Martingales

Many sequential distribution shift detectors update a growing reference set with incoming observations. After a change, this update contaminates the reference set with post-change observations and can weaken subsequent evidence. Keeping the calibration sample fixed mitigates this contamination, but repeated reuse induc...