Robust deep semi-supervised learning with label propagation and differential privacy

Semi-supervised learning (SSL) methods provide a powerful tool for utilizing abundant unlabeled data to strengthen standard supervised learning. Traditional graph-based SSL methods prevail in classical SSL problems for their intuitional implementation and effective performance. However, they encount...

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Bibliographic Details
Main Authors: Zhicong Yan, Shenghong Li, Zhongli Duan, Yuanyuan Zhao
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-05-01
Series:Frontiers in Computer Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fcomp.2023.1114186/full