ICTS:32473

An Introduction to Diffusion and Flow Models

(2025). An Introduction to Diffusion and Flow Models. SciVideos. https://scivideos.org/icts-tifr/32473

An Introduction to Diffusion and Flow Models. SciVideos, Aug. 07, 2025, https://scivideos.org/icts-tifr/32473 

          @misc{ scivideos_ICTS:32473,
            doi = {},
            url = {https://scivideos.org/icts-tifr/32473},
            author = {},
            keywords = {},
            language = {en},
            title = {An Introduction to Diffusion and Flow Models},
            publisher = {},
            year = {2025},
            month = {aug},
            note = {ICTS:32473 see, \url{https://scivideos.org/icts-tifr/32473}}
          }
Dheeraj Nagaraj
Talk numberICTS:32473
Source RepositoryICTS-TIFR

Abstract

In this series of talks, I will introduce basic elements of generative modeling with diffusion and flow models from first principles. This includes a short introduction to stochastic calculus, ordinary differential equations, evolution of probability measures, Fokker Planck equation, and the continuity equation. We will then apply these ideas to describe training and inference algorithms for diffusion models.