FedLeak reconstructs high-fidelity images from federated learning gradients at practical batch sizes, without auxiliary data, by matching only the largest gradient components and regularizing the optimization.
A hybrid frame- work for glaucoma detection through federated machine learning and deep learning models.BMC Medical Infor- matics and Decision Making, 24(1):115, 2024
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Boosting Gradient Leakage Attacks: Data Reconstruction in Realistic FL Settings
FedLeak reconstructs high-fidelity images from federated learning gradients at practical batch sizes, without auxiliary data, by matching only the largest gradient components and regularizing the optimization.