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Benchmarks
Membership Inference Attack on 12 datasets mean over 32 replicates
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25.4
Offline TPR @ FPR=0.01
BaVarIA-n
13.96
16.93
19.9
22.87
Mar 12, 2026
Offline TPR @ FPR=0.01
Delta (Online - Offline)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Offline TPR @ FPR=0.01
Delta (Online - Offline)
BaVarIA-n
K=254
2026.03
25.4
0.031
BaVarIA-t
K=254
2026.03
24.9
0.035
BaVarIA-n
K=64
2026.03
24.6
0.027
BaVarIA-t
K=64
2026.03
24.2
0.029
LiRA
K=254
2026.03
23.3
0.051
LiRA
K=64
2026.03
21.6
0.05
BaVarIA-n
K=8
2026.03
20
0.014
BaVarIA-t
K=8
2026.03
19.6
0.005
RMIA
K=254
2026.03
18.5
0.013
RMIA
K=64
2026.03
18
0.013
LiRA
K=8
2026.03
17.4
0.034
RMIA
K=8
2026.03
14.4
0.013
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