Siloed Federated Learning for Multi-centric Histopathology Datasets. - Mathieu Andreux; Jean Ogier du Terrail; Constance Beguier; Eric W. Tramel (DART/DCL@MICCAI, 2020)

SAFER: Sparse secure Aggregation for FEderated leaRning. - Constance Beguier; Eric W. Tramel (CoRR, 2020)

Differentially Private Federated Learning for Cancer Prediction. - Constance Beguier; Jean Ogier du Terrail; Iqraa Meah; Mathieu Andreux; Eric W. Tramel (CoRR, 2021)

SecureFedYJ: a safe feature Gaussianization protocol for Federated Learning. - Tanguy Marchand; Boris Muzellec; Constance Beguier; Jean Ogier du Terrail; Mathieu Andreux (NeurIPS, 2022)