Author

Erin Craig

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Preprint Aug 2026

Interpretable AI with Local Distillation

Local distillation is proposed, in which a black-box teacher guides a regularized linear"student" model at each query point, and it is proved that this randomization yields feature-selection probabilities that are stable under small perturbations of the training responses.

Erin Craig, Yiling Huang, Snigdha Panigrahi · 0 citations