Bayesian Federated Learning with Hamiltonian Monte Carlo: Algorithm and Theory

Jiajun Liang, Qian Zhang, Wei Deng +2

This work introduces a novel and efficient Bayesian federated learning algorithm, namely, the Federated Averaging stochastic Hamiltonian Monte Carlo (FA-HMC), for parameter estimat…