Joint-stochastic-approximation Random Fields with Application to Semi-supervised Learning

Yunfu Song, Zhijian Ou

Our examination of deep generative models (DGMs) developed for semi-supervised learning (SSL), mainly GANs and VAEs, reveals two problems. First, mode missing and mode covering phe…