HyperMC: Multi-Fidelity Hyperparameter Tuning for Stochastic Gradient MCMC

Ming Tan, Xiyun Jiao

Stochastic gradient Markov chain Monte Carlo (SGMCMC) methods enable scalable Bayesian inference, but their performance depends strongly on hyperparameters such as the step size, m…