Your diffusion model secretly knows the dimension of the data manifold

Your diffusion model secretly knows the dimension of the data manifold

23 December 2022

Georgios Batzolis

Carola-Bibiane Schönlieb

Papers citing "Your diffusion model secretly knows the dimension of the data manifold"

4 / 4 papers shown

Title
State Combinatorial Generalization In Decision Making With Conditional Diffusion Models Xintong Duan Yutong He Fahim Tajwar Wen-Tse Chen Ruslan Salakhutdinov Jeff Schneider OffRL AI4CE 94 0 0 22 Jan 2025
On gauge freedom, conservativity and intrinsic dimensionality estimation in diffusion models Christian Horvat J. Pfister DiffM 23 8 0 06 Feb 2024
The Intrinsic Dimension of Images and Its Impact on Learning Phillip E. Pope Chen Zhu Ahmed Abdelkader Micah Goldblum Tom Goldstein 189 260 0 18 Apr 2021
Understanding How Dimension Reduction Tools Work: An Empirical Approach to Deciphering t-SNE, UMAP, TriMAP, and PaCMAP for Data Visualization Yingfan Wang Haiyang Huang Cynthia Rudin Yaron Shaposhnik 157 300 0 08 Dec 2020