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Yushi Hirose

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Preprint Jul 2026

Generalized Distribution-Free Semi-Supervised Learning with Risk Rewrite

Typical semi-supervised learning (SSL) methods rely on distributional assumptions, and their performance degrades when these are violated. While PNU learning, a risk rewriting method, offers a distribution-free alternative, it is restricted to binary classification and its variance optimality remains unclear. In this p...

Yushi Hirose, Hiroo Irobe, Takafumi Kanamori · 0 citations

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