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AdaptNC: Adaptive Nonconformity Scores for Conformal Prediction under Distribution Shift

AdaptNC jointly adapts nonconformity scores and conformal thresholds online to reduce prediction volumes under distribution shift while maintaining coverage.

Renukanandan Tumu, Aditya Singh, Rahul Mangharam

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5