With Greater Distance Comes Worse Performance: On the Perspective of Layer Utilization and Model Generalization

James Wang, Cheng-Lin Yang

Generalization of deep neural networks remains one of the main open problems in machine learning. Previous theoretical works focused on deriving tight bounds of model complexity, w…