AI4BayesCode: From Natural Language Descriptions to Validated Modular Stateful Bayesian Samplers

Jungang Zou, Alex Ziyu Jiang, Qixuan Chen

Coding and computation remain major bottlenecks in Markov chain Monte Carlo (MCMC) workflows, especially as modern sampling algorithms have become increasingly complex and existing…