Author

Yuling Jiao

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Jul 2026

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

The theoretical results demonstrate that this method effectively mitigates the curse of dimensionality inherent in direct ambient-space generative modeling and derive non-asymptotic convergence rates proving that RepG significantly improves sample complexity.

Changyu Liu, Yuling Jiao, Jian Huang · arXiv.org · 0 citations

Preprint Aug 2026

Deep Vision in Smart Manufacturing: MODERN Framework for Intelligent Quality Monitoring and Diagnosis

MODERN, a deep learning framework for quality monitoring and fault isolation, which integrates these enhanced capabilities into the practice of industrial quality control is introduced and a control chart that monitors the likelihood of a product containing defects is developed.

Yicheng Kang, Yuling Jiao, Xin Geng et al. · 0 citations