GP literature has plenty of papers using VI (mostly for Bernoulli model) and comparing to Laplace and sometimes to EP, too (I can dig some references if needed). One speed comparison of Laplace, EP, and global Gaussian variational approach can be found in appendix C of Bayesian Leave-One-Out Cross-Validation Approximations for Gaussian Latent Variable Models
1 Like