Stochastic localization drives binary quadratic posteriors into a strong-field regime where Glauber, Metropolis-Hastings, and DULA-type samplers satisfy Poincaré inequalities with polynomial mixing time.
An almost constant lower bound of the isoperimetric coefficient in the kls conjecture
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Sampling from Binary Quadratic Distributions via Stochastic Localization
Stochastic localization drives binary quadratic posteriors into a strong-field regime where Glauber, Metropolis-Hastings, and DULA-type samplers satisfy Poincaré inequalities with polynomial mixing time.