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Published at December 4

Adaptive Personalized Over-the-Air Federated Learning with Reflecting Intelligent Surfaces

cs.IT

eess.SP

math.IT

Released Date: December 4, 2024

Authors: Jiayu Mao¹, Aylin Yener¹

Aff.: ¹The Ohio State University

Arxiv: http://arxiv.org/pdf/2412.03514v1

Refer to caption

Non-IID	Algorithm	FL Model
Non-IID	Algorithm	Global	Personalized
$\gamma=0.1$	$\mathsf{PROAR-PFed}$	63.08	96.04 $\pm$ 2.69
	$\mathsf{ROAR-Fed}~{}$	57.68	88.97 $\pm$ 4.74
	$\mathsf{HOTA-FedGradNorm}$	N/A	89.37 $\pm$ 6.97
$\gamma=0.5$	$\mathsf{PROAR-PFed}$	71.89	88.89 $\pm$ 3.33
	$\mathsf{ROAR-Fed}~{}$	68.77	80.84 $\pm$ 5.56
	$\mathsf{HOTA-FedGradNorm}$	N/A	69.77 $\pm$ 3.89