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News/Self-Certifying Transport MCMC via Dual Spectral-Gap Certificates
arxiv
PublishedJune 1, 2026 at 4:00 AM

Self-Certifying Transport MCMC via Dual Spectral-Gap Certificates

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arXiv:2605.30722v1 Announce Type: new Abstract: We propose CerT-MCMC, a framework that equips learned-transport Markov chain Monte Carlo with automatic, rigorous convergence certificates. A normalising flow maps a Gaussian reference to an approximation of the target posterior; the same flow then ser

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