2 papers
stat.ML2026
-TCAV: A Unified Framework for Testing with Concept Activation Vectors
Ekkehard Schnoor, Jawher Said, Malik Tiomoko +2
Concept Activation Vectors (CAV) and the Testing with CAVs (TCAV) method are fundamental tools for concept-based explainability in deep learning, yet their practical utility is lim…
cs.LG2026
Interpretable Multiple Myeloma Prognosis with Observational Medical Outcomes Partnership Data
Salma Rachidi, Aso Bozorgpanah, Eric Fey +1
Machine learning (ML) promises better clinical decision-making, yet opaque model behavior limits the adoption in healthcare. We propose two novel regularization techniques for ensu…