Certified Topological Interaction in Neural Representations: Class Disentanglement Is Mostly Pairwise

Class disentanglement (the separation of a representation's class-conditional point clouds along depth and over training) is usually read off descriptive curves. We measure it as certified topological interaction between labeled point clouds, using the recently introduced Intersection Euler Characte