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20232026
most citedNon-Gaussian Likelihoods for Type Ia Supernovae Cosmology: Implications for Dark Energy and

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cs.LG2026

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

Toby Lovick, David Yallup, Will Handley

We present Automatic Laplace Collapsed Sampling (ALCS), a general framework for marginalising latent parameters in Bayesian models using automatic differentiation, which we combine…