A temperature-conditioned diffusion model trained on small XY lattices produces accurate larger-lattice samples and cuts MCMC thermalization time by roughly 10x.
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Proves a multi-body extension of the Dobrushin-Sokal criterion for convergence of cluster expansions, using a hypergraph partition scheme and combinable with Gruber-Kunz conditions.
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Diffusion-warm sampling of the XY model enables fast thermalization at scale
A temperature-conditioned diffusion model trained on small XY lattices produces accurate larger-lattice samples and cuts MCMC thermalization time by roughly 10x.
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A Multi-Body Dobrushin-Sokal Criterion -- Part II
Proves a multi-body extension of the Dobrushin-Sokal criterion for convergence of cluster expansions, using a hypergraph partition scheme and combinable with Gruber-Kunz conditions.