Robust Stochastic Gradient Posterior Sampling with Lattice Based Discretisation

Zier Mensch, Lars Holdijk, Samuel Duffield +4

Stochastic-gradient MCMC methods enable scalable Bayesian posterior sampling but often suffer from sensitivity to minibatch size and gradient noise. To address this, we propose Sto…