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Exploring Beyond Logits: Hierarchical Dynamic Labeling Based on Embeddings for Semi-Supervised Classification

In semi-supervised learning, methods that rely on confidence learning to generate pseudo-labels have been widely proposed. However, increasing research finds that when faced with noisy and biased data, the model’s representation network is more reliable than the classification network. Additi...

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Autori principali: Jiayi Chen, Yanbiao Ma, Wei Dai, Xiaohua Chen, Shuo Li
Natura: Artigo
Lingua:Inglês
Pubblicazione: IEEE 2025-01-01
Serie:IEEE Access
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Accesso online:https://ieeexplore.ieee.org/document/10938612/
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