Author

Adria Binte Habib

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Preprint Aug 2026

Calibration-Preserving Pruning: Compression as a Reliability Contract

Calibration-Preserving Pruning augments a base pruning score with nonconformity-gradient saliency and uses disjoint pruning, validation-selection, conformal-calibration, and test splits to obtain smaller valid prediction sets.

Ibne Farabi Shihab, Adria Binte Habib, Anuj Sharma · 0 citations

Preprint Aug 2026

The Cost of Adaptivity: Matching Lower Bounds Across Learning Problems

A finite-horizon composition law for Gaussian certification from M independent coordinates, a familywise certifier protecting every coordinate and time up to T pays optimal normalized squared half-width of order log(eM) + log log(e^eT), within the sample-mean-centered rectangular class.

Ibne Farabi Shihab, Adria Binte Habib · 0 citations