Mehdi Naouar is presenting his work at the 28th Medical Image Computing and Computer Assisted Intervention.

One For All: A Unified Approach to Classification and Self-Explanation

His explainability approach One For All is a unified framework that jointly optimizes classification and explanation without the overhead of separate explainability models. This is particularly crucial in health and oncology, where increasing trust among doctors is essential for the adoption of AI-based decision support.