Diffusion-Model-papers

Worth-reading papers and related awesome resources on diffusion models. 值得一读的扩散模型论文与相关资源。

• Theory & Algorithms
  • Basic algorithms & Foundations

A. Theory & Algorithms

A.1. Basic algorithms & Foundations

1. Deep Unsupervised Learning using Nonequilibrium Thermodynamics, ICML 2015 -DPM
   Jascha Sohl-Dickstein, Eric Weiss, Niru Maheswaranathan, Surya Ganguli, 2015.03 [ICML pdf] [arXiv pdf] [Project]
2. Understanding Diffusion Models: A Unified Perspective, arXiv
   Calvin Luo [arXiv pdf]
3. Denoising Diffusion Probabilistic Models, NeurIPS 2020 -DDPM
   Jonathan Ho, Ajay Jain, Pieter Abbeel [NeurIPS pdf] [arXiv pdf]