Cutting the Black Box: Conceptual Interpretation of a Deep Neural Net with Multi-Modal Embeddings and Multi-Criteria Decision Aid. - Nicolas Atienza; Roman Bresson; Cyriaque Rousselot; Philippe Caillou; Johanne Cohen; Christophe Labreuche; Michèle Sebag (IJCAI, 2024)

Provably Safeguarding a Classifier from OOD and Adversarial Samples. - Nicolas Atienza; Johanne Cohen; Christophe Labreuche; Michèle Sebag (ICLR, 2025)

Provably Safeguarding a Classifier from OOD and Adversarial Samples: an Extreme Value Theory Approach. - Nicolas Atienza; Christophe Labreuche; Johanne Cohen; Michèle Sebag (CoRR, 2025)