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.
- Type
- Preprint
- Publication
- arXiv e-prints
- DOI
- 10.48550/arXiv.2309.11443
Jose Roberto Tello Ayala
PhD Candidate in Applied Mathematics
I develop interpretable machine-learning methods for clinical decision-making, with applications in cardiovascular imaging and precision psychiatry.