Towards Robust and Bias-free Federated Learning. - Ousmane Touat; Sara Bouchenak (EuroMLSys@EuroSys, 2023)

GRAN Is Superior to GraphRNN: Node Orderings, Kernel- and Graph Embeddings-Based Metrics for Graph Generators. - Ousmane Touat; Julian Stier; Pierre-Edouard Portier; Michael Granitzer (LOD (1), 2023)

Bias Mitigation in Federated Learning for Edge Computing. - Yasmine Djebrouni; Nawel Benarba; Ousmane Touat; Pasquale De Rosa; Sara Bouchenak; Angela Bonifati; Pascal Felber; Vania Marangozova; Valerio Schiavoni (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2023)

Scrutinizing the Vulnerability of Decentralized Learning to Membership Inference Attacks. - Ousmane Touat; Jezekael Brunon; Yacine Belal; Julien Nicolas; Mohamed Maouche; César Sabater; Sonia Ben Mokhtar (CoRR, 2024)