Neglia, Giovanni

15 publications

AAAI 2025 Attribute Inference Attacks for Federated Regression Tasks Francesco Diana, Othmane Marfoq, Chuan Xu, Giovanni Neglia, Frédéric Giroire, Eoin Thomas

UAI 2025 Cutting Through Privacy: A Hyperplane-Based Data Reconstruction Attack in Federated Learning Francesco Diana, André Nusser, Chuan Xu, Giovanni Neglia

ICML 2025 FedBEns: One-Shot Federated Learning Based on Bayesian Ensemble Jacopo Talpini, Marco Savi, Giovanni Neglia

AAAI 2025 Scalable Decentralized Algorithms for Online Personalized Mean Estimation Franco Galante, Giovanni Neglia, Emilio Leonardi

NeurIPS 2025 Streaming Federated Learning with Markovian Data Tan-Khiem Huynh, Malcolm Egan, Giovanni Neglia, Jean-Marie Gorce

ICML 2025 When to Forget? Complexity Trade-Offs in Machine Unlearning Martin Van Waerebeke, Marco Lorenzi, Giovanni Neglia, Kevin Scaman

ICML 2024 Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm Batiste Le Bars, Aurélien Bellet, Marc Tommasi, Kevin Scaman, Giovanni Neglia

AISTATS 2023 Federated Learning for Data Streams Othmane Marfoq, Giovanni Neglia, Laetitia Kameni, Richard Vidal

NeurIPSW 2022 A Novel Model-Based Attribute Inference Attack in Federated Learning Ilias Driouich, Chuan Xu, Giovanni Neglia, Frederic Giroire, Eoin Thomas

NeurIPS 2022 FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings Jean Ogier du Terrail, Samy-Safwan Ayed, Edwige Cyffers, Felix Grimberg, Chaoyang He, Regis Loeb, Paul Mangold, Tanguy Marchand, Othmane Marfoq, Erum Mushtaq, Boris Muzellec, Constantin Philippenko, Santiago Silva, Maria Teleńczuk, Shadi Albarqouni, Salman Avestimehr, Aurélien Bellet, Aymeric Dieuleveut, Martin Jaggi, Sai Praneeth Karimireddy, Marco Lorenzi, Giovanni Neglia, Marc Tommasi, Mathieu Andreux

ICML 2022 Personalized Federated Learning Through Local Memorization Othmane Marfoq, Giovanni Neglia, Richard Vidal, Laetitia Kameni

NeurIPSW 2021 Efficient Passive Membership Inference Attack in Federated Learning Oualid Zari, Chuan Xu, Giovanni Neglia

NeurIPS 2021 Federated Multi-Task Learning Under a Mixture of Distributions Othmane Marfoq, Giovanni Neglia, Aurélien Bellet, Laetitia Kameni, Richard Vidal

AISTATS 2020 Decentralized Gradient Methods: Does Topology Matter? Giovanni Neglia, Chuan Xu, Don Towsley, Gianmarco Calbi

NeurIPS 2020 Throughput-Optimal Topology Design for Cross-Silo Federated Learning Othmane Marfoq, Chuan Xu, Giovanni Neglia, Richard Vidal