2 papers
cs.LG2025
Fast Convergence for High-Order ODE Solvers in Diffusion Probabilistic Models
Daniel Zhengyu Huang, Jiaoyang Huang, Zhengjiang Lin
Diffusion probabilistic models generate samples by learning to reverse a noise-injection process that transforms data into noise. A key development is the reformulation of the reve…
cs.LG2025
Convergence Analysis of Probability Flow ODE for Score-based Generative Models
Daniel Zhengyu Huang, Jiaoyang Huang, Zhengjiang Lin
Score-based generative models have emerged as a powerful approach for sampling high-dimensional probability distributions. Despite their effectiveness, their theoretical underpinni…