Search Results for author: Eugenio Martínez-Cámara

Found 6 papers, 4 papers with code

Dynamic Defense Against Byzantine Poisoning Attacks in Federated Learning

1 code implementation29 Jul 2020 Nuria Rodríguez-Barroso, Eugenio Martínez-Cámara, M. Victoria Luzón, Francisco Herrera

We propose a dynamic federated aggregation operator that dynamically discards those adversarial clients and allows to prevent the corruption of the global learning model.

Data Poisoning Federated Learning +1

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

no code implementations2 Jul 2020 Nuria Rodríguez-Barroso, Goran Stipcich, Daniel Jiménez-López, José Antonio Ruiz-Millán, Eugenio Martínez-Cámara, Gerardo González-Seco, M. Victoria Luzón, Miguel Ángel Veganzones, Francisco Herrera

The prospective matching of federated learning and differential privacy to the challenges of data privacy protection has caused the release of several software tools that support their functionalities, but they lack of the needed unified vision for those techniques, and a methodological workflow that support their use.

BIG-bench Machine Learning Federated Learning

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