Manish Krishan Lal

Cross-fluctuation phase transitions reveal sampling dynamics in diffusion models

We analyse how the sampling dynamics of distributions evolve in score-based diffusion models using \emph{cross-fluctuations}, a centered-moment statistic from statistical physics. Specifically, we show that starting from an unbiased isotropic normal distribution, samples undergo sharp, discrete tran…