Dynamical Regimes of Diffusion Models

Dynamical Regimes of Diffusion Models

28 February 2024

Valentin De Bortoli

Papers citing "Dynamical Regimes of Diffusion Models"

10 / 10 papers shown

Title
Dynamic Negative Guidance of Diffusion Models Felix Koulischer Johannes Deleu G. Raya T. Demeester L. Ambrogioni DiffM 47 2 0 03 Jan 2025
A Sharp Convergence Theory for The Probability Flow ODEs of Diffusion Models Gen Li Yuting Wei Yuejie Chi Yuxin Chen DiffM 20 21 0 05 Aug 2024
Cascade of phase transitions in the training of Energy-based models Dimitrios Bachtis Giulio Biroli A. Decelle Beatriz Seoane 26 3 0 23 May 2024
Nonequilbrium physics of generative diffusion models Zhendong Yu Haiping Huang DiffM AI4CE 16 4 0 20 May 2024
U-Nets as Belief Propagation: Efficient Classification, Denoising, and Diffusion in Generative Hierarchical Models Song Mei 3DV AI4CE DiffM 29 11 0 29 Apr 2024
Lumiere: A Space-Time Diffusion Model for Video Generation Omer Bar-Tal Hila Chefer Omer Tov Charles Herrmann Roni Paiss ... T. Michaeli Oliver Wang Deqing Sun Tali Dekel Inbar Mosseri VGen 101 214 0 23 Jan 2024
Stochastic Interpolants: A Unifying Framework for Flows and Diffusions M. S. Albergo Nicholas M. Boffi Eric Vanden-Eijnden DiffM 240 260 0 15 Mar 2023
Sampling is as easy as learning the score: theory for diffusion models with minimal data assumptions Sitan Chen Sinho Chewi Jungshian Li Yuanzhi Li Adil Salim Anru R. Zhang DiffM 123 245 0 22 Sep 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 211 1,277 0 02 Sep 2022
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 229 74,467 0 18 May 2015