notesum.ai

Published at November 19

Attribute Inference Attacks for Federated Regression Tasks

cs.AI

cs.CR

Released Date: November 19, 2024

Authors: Francesco Diana¹, Othmane Marfoq², Chuan Xu³, Giovanni Neglia³, Frédéric Giroire, Eoin Thomas⁴

Aff.: ¹INRIA; ²Meta; ³INRIA, Universite Cote d'Azur, CNRS, I3S; ⁴Amadeus

Arxiv: http://arxiv.org/abs/2411.12697v1

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		Income-L	Income-A	Medical
Passive	Grad	60.36 $\pm$ 0.67	54.98 $\pm$ 0.29	87.26 $\pm$ 0.92
	Grad-w-O	71.44 $\pm$ 0.33	56.10 $\pm$ 1.12	91.06 $\pm$ 0.55
	Ours	75.27 $\pm$ 0.32	55.75 $\pm$ 0.17	95.90 $\pm$ 0.04
Active (10 Rnds)	Grad	60.24 $\pm$ 0.60	54.98 $\pm$ 0.29	87.26 $\pm$ 0.92
	Grad-w-O	80.69 $\pm$ 0.55	56.10 $\pm$ 1.12	91.06 $\pm$ 0.55
	Ours	82.02 $\pm$ 0.85	63.53 $\pm$ 0.73	95.93 $\pm$ 0.07
Active (50 Rnds)	Grad	60.24 $\pm$ 0.60	53.36 $\pm$ 0.40	87.26 $\pm$ 0.92
	Grad-w-O	80.69 $\pm$ 0.55	56.12 $\pm$ 0.12	91.06 $\pm$ 0.55
	Ours	94.31 $\pm$ 0.11	78.09 $\pm$ 0.25	96.79 $\pm$ 0.79
Model-w-O		94.31 $\pm$ 0.11	78.31 $\pm$ 0.07	96.79 $\pm$ 0.79