Search Results for author: Heng Zuo

Found 2 papers, 0 papers with code

Model Free Prediction with Uncertainty Assessment

no code implementations21 May 2024 Yuling Jiao, Lican Kang, Jin Liu, Heng Peng, Heng Zuo

Deep nonparametric regression, characterized by the utilization of deep neural networks to learn target functions, has emerged as a focal point of research attention in recent years.

Latent Schr{ö}dinger Bridge Diffusion Model for Generative Learning

no code implementations20 Apr 2024 Yuling Jiao, Lican Kang, Huazhen Lin, Jin Liu, Heng Zuo

Our theoretical analysis encompasses the establishment of end-to-end error analysis for learning distributions via the latent Schr{\"o}dinger bridge diffusion model.

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