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stat.ML2026
Active Multiple-Prediction-Powered Inference
Nicholas Brawand, Nima Leclerc, Anhthy Ngo +4
Post-deployment monitoring of healthcare AI requires statistically valid, label-efficient methods, but gold-standard labels from clinician chart review are expensive. Prediction-po…
stat.ML2026
Minimax Rates for Hyperbolic Hierarchical Learning
Divit Rawal, Sriram Vishwanath
We prove an exponential separation in sample complexity between Euclidean and hyperbolic representations for learning on hierarchical data under standard Lipschitz regularization.…