Dynamical Regimes of Diffusion Models

Dynamical Regimes of Diffusion Models

28 February 2024

Valentin De Bortoli

Papers citing "Dynamical Regimes of Diffusion Models"

14 / 14 papers shown

Title
Entropic Time Schedulers for Generative Diffusion Models Dejan Stancevic Luca Ambrogioni DiffM OOD 51 0 0 18 Apr 2025
Understanding Classifier-Free Guidance: High-Dimensional Theory and Non-Linear Generalizations Krunoslav Lehman Pavasovic Jakob Verbeek Giulio Biroli Marc Mézard 64 0 0 11 Feb 2025
Designing Scheduling for Diffusion Models via Spectral Analysis Roi Benita Michael Elad Joseph Keshet DiffM 60 0 0 31 Jan 2025
Dynamic Negative Guidance of Diffusion Models Felix Koulischer Johannes Deleu G. Raya T. Demeester L. Ambrogioni DiffM 49 2 0 03 Jan 2025
Probing the Latent Hierarchical Structure of Data via Diffusion Models Antonio Sclocchi Alessandro Favero Noam Itzhak Levi M. Wyart DiffM 33 3 0 17 Oct 2024
A Sharp Convergence Theory for The Probability Flow ODEs of Diffusion Models Gen Li Yuting Wei Yuejie Chi Yuxin Chen DiffM 35 22 0 05 Aug 2024
Cascade of phase transitions in the training of Energy-based models Dimitrios Bachtis Giulio Biroli A. Decelle Beatriz Seoane 39 4 0 23 May 2024
Nonequilbrium physics of generative diffusion models Zhendong Yu Haiping Huang DiffM AI4CE 37 4 0 20 May 2024
U-Nets as Belief Propagation: Efficient Classification, Denoising, and Diffusion in Generative Hierarchical Models Song Mei 3DV AI4CE DiffM 41 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 114 215 0 23 Jan 2024
Stochastic Interpolants: A Unifying Framework for Flows and Diffusions M. S. Albergo Nicholas M. Boffi Eric Vanden-Eijnden DiffM 251 262 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 135 247 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 224 1,304 0 02 Sep 2022
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 294 75,834 0 18 May 2015