Identifying Critical Neurons in ANN Architectures using Mixed Integer Programming

Mostafa ElAraby, Guy Wolf, Margarida Carvalho

We introduce a mixed integer program (MIP) for assigning importance scores to each neuron in deep neural network architectures which is guided by the impact of their simultaneous p…