Nonequilibrium Thermodynamics Meets Diffusion Model
It is becoming increasingly clear that well-established techniques in information theory and many-body physics are having an important bearing on various models of AI. I discuss one such prominent example known as the diffusion-based generative AI, or simply the diffusion model, whose ideas are firmly rooted in nonequilibrium statistical physics. I argue that data science may be the new “thermodynamics” of the 21st century and the time is ripe for physicists to make meaningful contributions to it.
Authors
- Jung Hoon Han (ORCID: https://orcid.org/0000-0002-8026-3833)
Publication Details
- Journal
- Physics and High Technology
- Published
- 2024-12-30
- DOI
- https://doi.org/10.3938/phit.33.035
- Primary Topic
- Advanced Thermodynamics and Statistical Mechanics
- Type
- article
- Field-Weighted Citation Impact
- 0.00