Generative AI

Some Quotes

The sculpture is already complete within the marble block, before I start my work. It is already there, I just have to chisel away the superfluous material. —— Michelangelo

What I cannot create, I do not understand. –- Richard Feynman

Wrestling with Randomness, Dreaming in Generative AI

With probability in their veins and generativity in their vision, it’s no wonder I lose sleep trying to keep up with these minds:

Yang Songyang-song.net

Homesites.google.com

Huyên PHAM, Ecole Polytechnique

Wenpin Tang's Home Pagewww.columbia.edu

Renyuan Xurenyuanxu.github.io

Eric Vanden-EijndenEric Vanden-Eijnden

About meCarles Domingo-Enrich

Weinan Eweb.math.princeton.edu

Konstantinos Spiliopoulos - homepagemath.bu.edu

Jianfeng LU's homepagesites.math.duke.edu

Markos Katsoulakis : Department of Mathematics and Statistics : UMass Amherstwww.umass.edu

AboutBenjamin J. Zhang

Peter E. Holderriethwww.peterholderrieth.com

Wenqing Huhuwenqing0606.github.io

Yuchen Wuwuyc0114.github.io

Book

The Principles of Diffusion ModelsarXiv.org

Fantastic Tutorials & Blogs

Step-by-Step Diffusion: An Elementary TutorialarXiv.org

Tutorial on Diffusion Models for Imaging and VisionarXiv.org

A Mathematical Introduction to Generative Adversarial Nets (GAN)arXiv.org

A Mathematical Guide to Operator LearningarXiv.org

What are Diffusion Models?Lil'Log

MCMC Interactive Gallerychi-feng.github.io

Inference and Representation | Notionjoanbruna on Notion

Learning to Sample BetterarXiv.org

Michael S. Albergo, Eric Vanden-Eijnden

Generative Flow Maps via Self-distillation Note by Michael Albergo

Theoretical Insights for Diffusion Guidance: A Case Study for...arXiv.org

Courses

CS294-158-SP24 Deep Unsupervised Learning Spring 2024sites.google.com

Flow Matching and Diffusion Models — 2026 Versiondiffusion.csail.mit.edu

Diffusion Models, Sampling and Stochastic Localization Spring 2024metaphor.ethz.ch