On Explicit Curvature Regularization in Deep Generative Models

Yonghyeon Lee, Frank Chongwoo Park

We propose a family of curvature-based regularization terms for deep generative model learning. Explicit coordinate-invariant formulas for both intrinsic and extrinsic curvature me…