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Membership Inference Attack Defense on CIFAR100 Uniform Defense Scenario (test)
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0.64
FedMIA-II AUC
HAMP
0.5256
0.5553
0.585
0.6147
Jan 11, 2026
FedMIA-II AUC
FedMIA-II TF01
SeqMIA AUC
SeqMIA TF01
Delta Accuracy (∆Acc)
Updated 4d ago
Evaluation Results
Method
Method
Links
FedMIA-II AUC
FedMIA-II TF01
SeqMIA AUC
SeqMIA TF01
Delta Accuracy (∆Acc)
HAMP
Defense Scenario=Unifo...
2026.01
0.64
3.43
0.99
59.7
-14
Mixup
Defense Scenario=Unifo...
2026.01
0.58
7.41
0.98
25.46
-21
CoFedMID
Defense Scenario=Unifo...
2026.01
0.54
0.51
0.69
0.56
-4
DPSGD
Defense Scenario=Unifo...
2026.01
0.53
1.44
0.98
46.79
-16
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