Can somebody who's read the paper or code briefly comment on how the algorithm works and where the innovation is compared to the currently used Bayesian-learnin

Can somebody who's read the paper or code briefly comment on how the algorithm works and where the innovation is compared to the currently used Bayesian-learning algorithms?