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Ruiqiu Zheng

1 accepted papers

2025

Probability-Density-aware Semi-supervised Learning

AAAI 2025technical

In Semi-supervised learning(SSL), we always accept cluster assumption, assuming features in different high-density regions belong to other categories. However, it is always ignored by existing algorithms and needs mathematical explanations. This paper first proposes a theorem to statistically explai…