Spectral Embedded Deep Clustering. - Yuichiro Wada; Shugo Miyamoto; Takumi Nakagama; Léo Andéol; Wataru Kumagai; Takafumi Kanamori (Entropy, 2019)

Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling. - Léo Andéol; Thomas Fel; Florence de Grancey; Luca Mossina (COPA, 2023)

A Holistic Approach to Unifying Automatic Concept Extraction and Concept Importance Estimation. - Thomas Fel; Victor Boutin; Louis Béthune; Rémi Cadène; Mazda Moayeri; Léo Andéol; Mathieu Chalvidal; Thomas Serre (NeurIPS, 2023)

Towards Understanding the Mechanism of Contrastive Learning via Similarity Structure: A Theoretical Analysis. - Hiroki Waida; Yuichiro Wada; Léo Andéol; Takumi Nakagawa; Yuhui Zhang; Takafumi Kanamori (ECML/PKDD (4), 2023)

Gradient strikes back: How filtering out high frequencies improves explanations. - Sabine Muzellec; Léo Andéol; Thomas Fel; Rufin VanRullen; Thomas Serre (CoRR, 2023)

Learning domain invariant representations by joint Wasserstein distance minimization. - Léo Andéol; Yusei Kawakami; Yuichiro Wada; Takafumi Kanamori; Klaus-Robert Müller; Grégoire Montavon (Neural Networks, 2023)

Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty. - Luca Mossina; Joseba Dalmau; Léo Andéol (CVPR Workshops, 2024)

Saliency strikes back: How filtering out high frequencies improves white-box explanations. - Sabine Muzellec; Thomas Fel; Victor Boutin; Léo Andéol; Rufin VanRullen; Thomas Serre (ICML, 2024)

Out-of-Distribution Detection Should Use Conformal Prediction (and Vice-versa?). - Paul Novello; Joseba Dalmau; Léo Andéol (CoRR, 2024)

Conformal prediction for trustworthy detection of railway signals. - Léo Andéol; Thomas Fel; Florence de Grancey; Luca Mossina (AI Ethics, 2024)

Sequential Conformal Risk Control for Safe Railway Signaling Detection. - Léo Andéol; Thomas Massena (COPA, 2025)

Robust Vision-Based Runway Detection through Conformal Prediction and Conformal mAP. - Alya Zouzou; Léo Andéol; Mélanie Ducoffe; Ryma Boumazouza (COPA, 2025)

Conformal Object Detection by Sequential Risk Control. - Léo Andéol; Luca Mossina; Adrien Mazoyer; Sébastien Gerchinovitz (CoRR, 2025)

Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks. - Thomas Massena; Léo Andéol; Thibaut Boissin; Franck Mamalet; Corentin Friedrich; Mathieu Serrurier; Sébastien Gerchinovitz (CoRR, 2025)