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Paulin
Paulin
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RECENT · PAGE 1/1 · 2 TOTAL
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New method estimates Markov chain spectral gap for AI applications
Researchers have developed a new method for estimating the pseudo-spectral gap of continuous Markov chains using a single observed trajectory. This estimator is shown to be nearly minimax-optimal for chains with Lipschi…
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New research questions efficiency of kinetic Langevin dynamics sampling
A new research paper published on arXiv details findings regarding the efficiency of standard Strang splittings used in kinetic Langevin dynamics. The study proves that these methods, commonly employed in Markov chain M…