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Fokker-Planck

Jun 15, 2024 PDE and Machine Learning 9 min read

PDE and Machine Learning (4): Variational Inference and the Fokker-Planck Equation

Variational inference and Langevin MCMC are two faces of the same Fokker-Planck PDE. We derive the equivalence, build SVGD as an interacting-particle approximation, and quantify convergence under log-Sobolev …