Before revision:   The inference method could be of substantial independent interest in many machine learning applications.
After revision:  This variational inference method is shown to be uniformly valid and quantifies the uncertainty coming from both parameter estimation and data splitting. The inference method could be of substantial independent interest in many machine learning applications.