Diffusion Models for Sampling Near Criticality in Lattice Field Theories

Yang-yang Tan, Gert Aarts, Diaa E. Habibi +2

We investigate generative diffusion models as denoising samplers for two- and three-dimensional lattice ${\varphi }^4$ theory across the symmetric, near-critical, and broken phases. Validat…