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Parallelizing MCMC via Random Forests
The dataset used in the paper is a large-scale Bayesian inference problem with a Gaussian posterior and a strongly non-Gaussian posterior. -
Timewarp: Transferable Acceleration of Molecular Dynamics by Learning Time-Co...
Molecular dynamics (MD) simulation is a widely used technique to simulate molecular systems, most commonly at the all-atom resolution where equations of motion are integrated... -
Parallelized Midpoint Randomization for Langevin Monte Carlo
We explore the sampling problem within the framework where parallel evaluations of the gradient of the log-density are feasible. Our investigation focuses on target...