Saiedeh Akbari

Effective Model Pruning : Measuring the Redundancy of Model Components

This article initiates the study of a basic question about model pruning. Given a vector s of importance scores assigned to model components, how many of the scored components could be discarded without sacrificing performance? We propose Effective Model Pruning (EMP), which derives the desired spar…