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Ömer Deniz Akyıldız

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#diffusion models Open access Sep 2026

Kinetic interacting particle Langevin Monte Carlo

Abstract This paper introduces and analyses interacting underdamped Langevin algorithms, termed Kinetic Interacting Particle Langevin Monte Carlo (KIPLMC) methods, for statistical inference in latent variable models. We propose a diffusion process that evolves jointly in the space of parameters and latent variables and...

Paul Felix Valsecchi Oliva, Ömer Deniz Akyıldız · Statistics and Computing · 0 citations