Sublinearly Structured Deep Neural Networks Achieve Feature Learning Consistency for Compositional Functions

Sehwan Kim, Yan Sun, Faming Liang

Over the past decade, deep neural networks (DNNs) have achieved remarkable success on complex machine-learning tasks, yet the theoretical foundations of their performance remain in…