astro-ph.IM, cs.LG, stat.ME

Automatic Laplace Collapsed Sampling: Scalable Marginalisation of Latent Parameters via Automatic Differentiation

arXiv:2603.26644v1 Announce Type: new
Abstract: We present Automatic Laplace Collapsed Sampling (ALCS), a general framework for marginalising latent parameters in Bayesian models using automatic differentiation, which we combine with nested sampling t…