A hierarchical entropy method for the delocalization of bias in high-dimensional Langevin Monte Carlo

Daniel Lacker, Fuzhong Zhou

The unadjusted Langevin algorithm is widely used for sampling from complex high-dimensional distributions. It is well known to be biased, with the bias typically scaling linearly w…