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Sampling from spherical spin glasses: diffusions and simulated annealing

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Sampling from spherical spin glasses: diffusions and simulated annealing

Why it matters

Simons Institute's description presents Brice Huang's analysis of diffusion sampling and simulated annealing for spherical spin glasses. It reports guarantees for a denoising-diffusion algorithm and Langevin dynamics above a temperature threshold. This is a mathematical talk in the generative-modelling workshop, not an empirical claim about a commercial AI system.

Discuss: How might diffusion sampling guarantees on spin-glass models inform, or fail to inform, practical generative-model evaluation?

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Watch: https://www.youtube.com/watch?v=iUGnpWMUkMs

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