A Convex Relaxation Approach to Generalization Analysis for Parallel Positively Homogeneous Networks

Uday Kiran Reddy Tadipatri, Benjamin D. Haeffele, Joshua Agterberg +1

We propose a general framework for deriving generalization bounds for parallel positively homogeneous neural networks--a class of neural networks whose input-output map decomposes…