PGR: Pseudo Graph Regularization for Semi-Supervised Classification

• Published in: IEEE transactions on artificial intelligence pp. 1 - 14
• Main Authors: Hu, Cong, Song, Jiangtao, Wu, Xiao-Jun
• Format: Journal Article
• Language: English
• Published: IEEE 2025
• Subjects: Adaptation models; Artificial intelligence; Computational modeling; Contrastive learning; Data augmentation; Data models; Feature extraction; Graph regularization; Perturbation methods; Predictive models; Semi-supervised learning; Training
• ISSN: 2691-4581; 2691-4581
• DOI: 10.1109/TAI.2025.3585095

Semi-supervised learning (SSL) is gaining attention for its intrinsic ability to extract valuable information from labeled and unlabeled data with improved performance. Recently, consistency regularization methods have gained interest due to their efficient learning procedures. However, they are con...