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LOKI: Large-scale Data Reconstruction Attack Against Federated Learning Through Model Manipulation

45TH IEEE SYMPOSIUM ON SECURITY AND PRIVACY, SP 2024(2024)

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Key words
Federated Learning,Reconstruction Attacks,User Data,Data Privacy,Reconstruction Quality,Single Round,Training Round,Weight Gradient,Changes In Parameters,Convolutional Layers,Batch Size,Single Image,Number Of Images,Fundamental Problem,Convolution Kernel,Fully-connected Layer,Scale Of The Problem,Units In Layer,Number Of Kernels,Leakage Rate,Individual Updates,Local Iterations,Magnitude Of Parameters,Differential Privacy,Class Of Attacks,Client Data,Average Pixel Intensity,Threat Model,Learning Rate,Model Parameters
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