Probabilistic Dataset Reconstruction from Interpretable Models

Julien Ferry, Ulrich Aïvodji, Sébastien Gambs +2

Interpretability is often pointed out as a key requirement for trustworthy machine learning. However, learning and releasing models that are inherently interpretable leaks informat…