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Xiong-Yi Lu

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#machine learning Preprint Sep 2026

Selective Posterior Margin Regularization for Forward-Corrected Classification

Learning with class-conditional label noise often relies on a transition model from latent clean classes to observed annotations. Forward correction embeds this transition in the likelihood, yet finite-sample networks may still memorize corrupted labels. The corrected likelihood also induces a reverse posterior over th...

Ze-Xing Zhang, Ji-Chao Li, Tian-Yang Lei et al. · 0 citations

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