Machine Learning Department, Carnegie Mellon University, Google Research; Machine Learning Department, Carnegie Mellon University
Aakash Sunil Lahoti, Stefani Karp, Ezra Winston, Aarti Singh, Yuanzhi Li
Deep Learning Theory;Sample Complexity;Convolutional Neural Networks
Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation between CNNs, LCNs, and FCNs