Contrastive Learning via Variational Information Bottleneck

Recent advances in self-supervised learning have witnessed great achievements, especially with the introduction of contrastive learning, where the goal is to maximize the mutual information between different augmentations of the same image, i.e., positive pairs. However, such optimization does not n...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 47(2025), 9 vom: 01. Aug., Seite 7410-7427
1. Verfasser: Li, Jin (VerfasserIn)
Weitere Verfasser: Wang, Yaoming, Zhang, Xiaopeng, Jiang, Dongsheng, Dai, Wenrui, Li, Chenglin, Xiong, Hongkai, Tian, Qi
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article