Nuria Rodríguez-Barroso

Survey on federated learning threats: Concepts, taxonomy on attacks and defences, experimental study and challenges

Nuria Rodríguez-Barroso, Daniel Jiménez-López, M. Victoria Luzón et al. · Information Fusion · 2022 · 253 citations · Full text

Federated Learning and Differential Privacy: Software tools analysis, the Sherpa.ai FL framework and methodological guidelines for preserving data privacy

Nuria Rodríguez-Barroso, Goran Stipcich, Daniel Jiménez-López et al. · Information Fusion · 2020 · 142 citations · Full text

Privacy Preservation, Privacy Protection, Engineering +12

Dynamic defense against byzantine poisoning attacks in federated learning

Nuria Rodríguez-Barroso, Eugenio Martínez‐Cámara, M. Victoria Luzón et al. · Future Generation Computer Systems · 2022 · 47 citations · Full text

Engineering, Information Security, Byzantine Fault +6

A Tutorial on Federated Learning from Theory to Practice: Foundations, Software Frameworks, Exemplary Use Cases, and Selected Trends

M. Victoria Luzón, Nuria Rodríguez-Barroso, Alberto Argente-Garrido et al. · IEEE/CAA Journal of Automatica Sinica · 2024 · 45 citations

Artificial Intelligence, Engineering, Machine Learning +21

Backdoor attacks-resilient aggregation based on Robust Filtering of Outliers in federated learning for image classification

Nuria Rodríguez-Barroso, Eugenio Martínez‐Cámara, M. Victoria Luzón et al. · Knowledge-Based Systems · 2022 · 34 citations

Anomaly Detection, Machine Learning, Data Science +12