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most citedEntropic Independence I: Modified Log-Sobolev Inequalities for Fractionally Log-Concave Distributions and High-Temperature Ising Models

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cs.LG2024

Efficiently learning and sampling multimodal distributions with data-based initialization

Frederic Koehler, Holden Lee, Thuy-Duong Vuong

We consider the problem of sampling a multimodal distribution with a Markov chain given a small number of samples from the stationary measure. Although mixing can be arbitrarily sl…