Annealing in variational inference mitigates mode collapse: A theoretical study on Gaussian mixtures

Luigi Fogliani, Bruno Loureiro, Marylou Gabrié

Mode collapse, the failure to capture one or more modes when targetting a multimodal distribution, is a central challenge in modern variational inference. In this work, we provide…