Author

Dennis Grinwald

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#machine learning Preprint Oct 2026

Data Free Training of Diffusion Models for Lattice Field Theories

Sampling equilibrium field configurations remains a major computational bottleneck in lattice field theory, motivating the development of generative samplers that can produce independent configurations. Diffusion models are promising for this purpose, but their standard denoising score matching objective requires sampl...

Dennis Grinwald, A. Singha, Khaled Kahouli et al. · 0 citations