Dimension-Free Convergence of Diffusion Models for Approximate Gaussian Mixtures

7 April 2025

Papers citing "Dimension-Free Convergence of Diffusion Models for Approximate Gaussian Mixtures"

6 / 6 papers shown

Title
Provable Efficiency of Guidance in Diffusion Models for General Data Distribution Gen Li Yuchen Jiao 91 2 0 02 May 2025
Minimax Optimality of the Probability Flow ODE for Diffusion Models Changxiao Cai Gen Li DiffM 71 4 0 13 Mar 2025
Low-dimensional adaptation of diffusion models: Convergence in total variation Jiadong Liang Zhihan Huang Yukang Chen DiffM 139 6 0 22 Jan 2025
Nonparametric estimation of a factorizable density using diffusion models Hyeok Kyu Kwon Dongha Kim Ilsang Ohn Minwoo Chae DiffM 52 1 0 03 Jan 2025
Adapting to Unknown Low-Dimensional Structures in Score-Based Diffusion Models Gen Li Yuling Yan DiffM 120 23 0 03 Jan 2025
Linear Convergence of Diffusion Models Under the Manifold Hypothesis Peter Potaptchik Iskander Azangulov George Deligiannidis DiffM 91 6 0 11 Oct 2024