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cs.LG2026
AdaptNC: Adaptive Nonconformity Scores for Conformal Prediction under Distribution Shift
Renukanandan Tumu, Aditya Singh, Rahul Mangharam
Rigorous uncertainty quantification is essential for the safe deployment of autonomous systems in unconstrained environments. Conformal Prediction (CP) provides a distribution-free…
cs.LG2023
Multi-Modal Conformal Prediction Regions with Simple Structures by Optimizing Convex Shape Templates
Renukanandan Tumu, Matthew Cleaveland, Rahul Mangharam +2
Conformal prediction is a statistical tool for producing prediction regions for machine learning models that are valid with high probability. A key component of conformal predictio…