Signature Activation: A Sparse Signal View for Holistic Saliency

Abstract

Signature Activation introduces a sparse-signal perspective on saliency that aims to produce holistic explanations by identifying the most informative activation patterns driving model predictions.

J. Roberto Tello Ayala

Fourth-year PhD Candidate in Applied Mathematics

I develop interpretable model architectures for healthcare and other high-stakes applications.