Learning Tangent Bundles and Characteristic Classes with Autoencoder Atlases

Eduardo Paluzo-Hidalgo, Yuichi Ike

We introduce a theoretical framework that connects multi-chart autoencoders in manifold learning with the classical theory of vector bundles and characteristic classes. Rather than…