Pooya Ronagh

Diffusion-warm sampling of the XY model enables fast thermalization at scale

Sehmimul Hoque, Roger Melko, Pooya Ronagh

We introduce a novel technique for scalable sampling of spin-system states with continuous symmetries using diffusion models. By applying our approach to the XY model, a fundamental continuous-spin model in condensed matter physics, we show that our technique addresses the shortf…Read more