Improving the stability of the covariance-controlled adaptive Langevin thermostat for large-scale Bayesian sampling

Jiani Wei, Xiaocheng Shang

Stochastic gradient Langevin dynamics and its variants approximate the likelihood of an entire dataset, via random (and typically much smaller) subsets, in the setting of Bayesian…