How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework

How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework

4 October 2024

Grant M. Rotskoff

Lexing Ying

Papers citing "How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework"

4 / 4 papers shown

Title
Discrete Spatial Diffusion: Intensity-Preserving Diffusion Modeling Javier E. Santos Agnese Marcato Roman Colman Nicholas Lubbers Y. Lin 37 0 0 03 May 2025
INFO-SEDD: Continuous Time Markov Chains as Scalable Information Metrics Estimators Alberto Foresti Giulio Franzese Pietro Michiardi 72 0 0 26 Feb 2025
Convergence of Score-Based Discrete Diffusion Models: A Discrete-Time Analysis Zikun Zhang Zixiang Chen Quanquan Gu DiffM 52 3 0 03 Oct 2024
Accelerating Diffusion Models with Parallel Sampling: Inference at Sub-Linear Time Complexity Haoxuan Chen Yinuo Ren Lexing Ying Grant M. Rotskoff 40 15 0 24 May 2024