Large Deviation Analysis of Function Sensitivity in Random Deep Neural Networks

Bo Li, David Saad

Mean field theory has been successfully used to analyze deep neural networks (DNN) in the infinite size limit. Given the finite size of realistic DNN, we utilize the large deviatio…