Diffusion-HMC: Parameter Inference with Diffusion-model-driven Hamiltonian Monte Carlo

Diffusion generative models have excelled at diverse image generation and reconstruction tasks across fields. A less explored avenue is their application to discriminative tasks involving regression or classification problems. The cornerstone of modern cosmology is the ability to generate prediction...

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Bibliographic Details
Main Authors: Nayantara Mudur, Carolina Cuesta-Lazaro, Douglas P. Finkbeiner
Format: Article
Language:English
Published: IOP Publishing 2024-01-01
Series:The Astrophysical Journal
Subjects:
Online Access:https://doi.org/10.3847/1538-4357/ad8bc3