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Changyu Liu

1 paper indexed

arxivstat.MLcs.LG2026-07-18

Semi-Supervised Conditional Generative Learning through Stochastic Interpolation and Sufficient Representations

Changyu Liu, Yuling Jiao, Jian Huang

Conditional generative modeling remains a challenging problem in semi-supervised settings where labeled data is scarce but unlabeled samples are abundant. To effectively leverage structural information embedded within the unlabeled dataset and compensate for sparse conditioning s…

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