Author

Changyu Liu

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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