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cs.LG2024★ 1 cited
A Good Score Does not Lead to A Good Generative Model
Sixu Li, Shi Chen, Qin Li
Score-based Generative Models (SGMs) is one leading method in generative modeling, renowned for their ability to generate high-quality samples from complex, high-dimensional data d…
math.NA2024
Bayesian sampling using interacting particles
Shi Chen, Zhiyan Ding, Qin Li
Bayesian sampling is an important task in statistics and machine learning. Over the past decade, many ensemble-type sampling methods have been proposed. In contrast to the classica…