works on
distribution-free learning 1multiclass classification 1risk estimation 1semi-supervised learning 1variance reduction 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.LG2026

Generalized Distribution-Free Semi-Supervised Learning with Risk Rewrite

Yushi Hirose, Hiroo Irobe, Takafumi Kanamori

The paper introduces a generalized, distribution‑free framework for semi‑supervised learning that builds unbiased risk estimators for both binary and multiclass problems, achieving…