Topological Data Analysis

Topo Sampler: A Topology Constrained Noise Sampling for GANs

This work studies disconnected manifold learning in generative models in the light of point-set topology and persistent homology. Under this formalism, the topological similarity of latent space in generative models with the underlying manifold of …