Posterior sampling by source-space MCMC via prior-based few-step transport maps

Hoang Phuc Hau Luu, Marcelo Hartmann, Zhongjian Wang

Bayesian inference increasingly uses informative but implicit priors represented only by samples, such as historical ensembles, simulator outputs, and pretrained generative models.…