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Malicious Client Detection on Fashion-MNIST

6Avg Malicious Clients Detected

Label flipping

Updated 1mo ago

Evaluation Results

Method	Links
Label flipping 2024.05		6	-	-
PoisonGAN 2024.05		6	-	-
Heavy noise 2024.05		6	-	-
VagueGAN 2024.05		5.8	-	-
SAP noise 2024.05		5.7	-	-
Light noise 2024.05		5.6	-	-
Label flipping 2024.05		4	-	-
PoisonGAN 2024.05		4	-	-
Heavy noise 2024.05		4	-	-
SAP noise 2024.05		3.9	-	-
VagueGAN 2024.05		3.9	-	-
Light noise 2024.05		3.8	-	-
Label flipping 2024.05		2	-	-
PoisonGAN 2024.05		2	-	-
Heavy noise 2024.05		2	-	-
SAP noise 2024.05		2	-	-
VagueGAN 2024.05		2	-	-
Light noise 2024.05		1.9	-	-
Label flipping 2024.05		1	-	-
PoisonGAN 2024.05		1	-	-
Light noise 2024.05		1	-	-
Heavy noise 2024.05		1	-	-
SAP noise 2024.05		1	-	-
VagueGAN 2024.05		1	-	-
FLDetector 2023.03		-	80	80
FLDetector 2023.03		-	80	80
FLDetector 2023.03		-	79	79
FLDetector 2023.03		-	80	80
FLANDERS 2023.03		-	100	100
FLANDERS 2023.03		-	100	100
FLANDERS 2023.03		-	100	100
FLANDERS 2023.03		-	100	100
FLDetector 2023.03		-	0.6	0.6
FLDetector 2023.03		-	0.59	0.59
FLDetector 2023.03		-	0.6	0.6
FLDetector 2023.03		-	0.61	0.61
FLANDERS 2023.03		-	1	1
FLANDERS 2023.03		-	1	1
FLANDERS 2023.03		-	1	1
FLANDERS 2023.03		-	1	1