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Balázs Csanád Csáji

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#machine learning Preprint Sep 2026

MiNCE: Nonparametric, Strongly Consistent Confidence Envelopes for Band-Limited Functions and their Smoothed Spectra

This paper studies this construction of the Minimum-Norm Confidence Envelope (MiNCE) framework, and establishes the strong uniform consistency of the resulting bands, both for noise-free and noisy observation models, under mild assumptions on the measurement noises.

Balázs Csanád Csáji, Bálint Horváth · 0 citations