PaddingFlow: Improving Normalizing Flows with Padding-Dimensional Noise

Qinglong Meng, Chongkun Xia, Xueqian Wang

Normalizing flow is a generative modeling approach with efficient sampling. However, Flow-based models suffer two issues: 1) If the target distribution is manifold, due to the unma…