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20222026
most citedWATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales

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stat.ML2026

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…