math.ST · 2026-07-20 · No. 59

Statistics Theory, 2026-07-20.

1 new papers in math.ST. Titles, authors, abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →

01 — The papers

1 entries
  1. 01

    Prediction-Only Distillation in Linear and Logistic Regression

    Hien Dang, Pratik Patil, Alessandro Rinaldo

    math.ST · cs.LG · stat.ML

    Self-distillation (SD) is typically studied when the student is retrained on the teacher's original training inputs. In many practical deployments, however, the labeled training data are no longer available, and one has access only to the trained predictor and fresh unlabeled covariates. We study SD in this prediction-only regime through a fresh-X prediction-mixed scheme: a pure-distilled student is trained on fresh covariates pseudo-labeled...

    arxiv.org/abs/2607.15450 · PDF

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