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structured_diffusion_public

Minimal implementation of diffusion models and stochastic interpolants, along with associated code for the numerical experiments in "Single hidden layer diffusion models provably learn simple low-dimensional structure" (https://arxiv.org/pdf/2410.11275), written in jax.

Launcher scripts under slurm_scripts can be used to reproduce the exact experiments of the paper.

The code is entirely self-contained and can be used as a basis for more complex implementations of interpolants and diffusion models.

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