Daniel D Lundstrom

A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions

As deep learning (DL) efficacy grows, concerns for poor model explainability grow also. Attribution methods address the issue of explainability by quantifying the importance of an input feature for a model prediction. Among various methods, Integrated Gradients (IG) sets itself apart by claiming oth…