Challenges in Markov chain Monte Carlo for Bayesian neural networks

Theodore Papamarkou, Jacob Hinkle, M. Todd Young +1

Markov chain Monte Carlo (MCMC) methods have not been broadly adopted in Bayesian neural networks (BNNs). This paper initially reviews the main challenges in sampling from the para…