Signal-Noise Factorization Isolates Nuisance Variation into Removable Subspaces

Sakin Kirti, Joel Zylberberg

Recent theoretical work identified fundamental properties of representation geometry that shape inference ability of deep neural networks. These include signal-noise factorization…