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Stochastic gradient descent with random label noises: doubly stochastic models and inference stabilizer

Random label noise (or observational noise) widely exists in practical machine learning settings. While previous studies primarily focused on the effects of label noise to the performance of learning, our work intends to investigate the implicit regularization effects of label noise, under mini-batc...

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Detaylı Bibliyografya
Asıl Yazarlar: Haoyi Xiong, Xuhong Li, Boyang Yu, Dongrui Wu, Zhanxing Zhu, Dejing Dou
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: IOP Publishing 2024-01-01
Seri Bilgileri:Machine Learning: Science and Technology
Konular:
Online Erişim:https://doi.org/10.1088/2632-2153/ad13ba
Etiketler: Etiketle
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