Survey on federated learning threats: Concepts, taxonomy on attacks and defences, experimental study and challenges N Rodríguez-Barroso, D Jiménez-López, MV Luzón, F Herrera, ...
Information Fusion 90, 148-173, 2023
231 2023 Federated Learning and Differential Privacy: Software tools analysis, the Sherpa. ai FL framework and methodological guidelines for preserving data privacy N Rodríguez-Barroso, G Stipcich, D Jiménez-López, JA Ruiz-Millán, ...
Information Fusion 64, 270-292, 2020
157 2020 Dynamic defense against byzantine poisoning attacks in federated learning N Rodríguez-Barroso, E Martínez-Cámara, MV Luzón, F Herrera
Future Generation Computer Systems 133, 1-9, 2022
42 2022 Backdoor attacks-resilient aggregation based on robust filtering of outliers in federated learning for image classification N Rodríguez-Barroso, E Martínez-Cámara, MV Luzón, F Herrera
Knowledge-Based Systems 245, 108588, 2022
24 2022 Deep learning hyper-parameter tuning for sentiment analysis in twitter based on evolutionary algorithms N Rodríguez-Barroso, AR Moya, JA Fernández, E Romero, ...
2019 Federated Conference on Computer Science and Information Systems …, 2019
24 2019 A tutorial on federated learning from theory to practice: Foundations, software frameworks, exemplary use cases, and selected trends MV Luzón, N Rodríguez-Barroso, A Argente-Garrido, D Jiménez-López, ...
IEEE/CAA Journal of Automatica Sinica 11 (4), 824-850, 2024
22 2024 Dynamic federated learning model for identifying adversarial clients N Rodrıguez-Barroso, E Martınez-Cámara, M Luzón, GG Seco, ...
arXiv preprint arXiv:2007.15030, 2020
22 2020 Defense Strategy against Byzantine Attacks in Federated Machine Learning: Developments towards Explainability N Rodríguez-Barroso, J Del Ser, MV Luzón, F Herrera
2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 1-8, 2024
1 2024 Federated Learning for Exploiting Annotators’ Disagreements in Natural Language Processing N Rodríguez-Barroso, EM Cámara, JC Collados, MV Luzón, F Herrera
Transactions of the Association for Computational Linguistics 12, 724-742, 2024
1 2024 RAB -DEF: Dynamic and explainable defense against adversarial attacks in Federated Learning to fair poor clients N Rodríguez-Barroso, M Luzón, F Herrera
arXiv preprint arXiv:2410.08244, 2024
2024 Interactive Telegram Bot as a Support Tool for Teaching in Higher Education JL Suárez-Díaz, N Rodríguez-Barroso, G Gómez-Trenado
International Conference on EUropean Transnational Education, 352-361, 2024
2024 FLEX: FLEXible Federated Learning Framework F Herrera, D Jiménez-López, A Argente-Garrido, N Rodríguez-Barroso, ...
arXiv preprint arXiv:2404.06127, 2024
2024 Bot de Telegram interactivo como herramienta de apoyo para la enseñanza JL Suárez-Díaz, N Rodríguez-Barroso, G Gómez-Trenado
Actas de las Jenui 9, 125-132, 2024
2024 Adversarial attacks and defences in Federated Learning N Rodríguez Barroso
Universidad de Granada, 2024
2024