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Membership Inference Attack on GTSRB (test)

43.52TPR@0.1%FPR

DeepLeak

Updated 4d ago

Evaluation Results

Method
DeepLeak 2026.01	43.52	0.968	0.995
DeepLeak 2026.01	43.52	0.968	0.995
DeepLeak 2026.01	28.83	0.981	0.962
DeepLeak 2026.01	28.83	0.981	0.962
DeepLeak 2026.01	21.52	0.935	0.947
DeepLeak 2026.01	21.52	0.935	0.947
DeepLeak 2026.01	6.3	0.631	0.751
DeepLeak 2026.01	6.3	0.631	0.751
DeepLeak 2026.01	5.78	0.729	0.795
DeepLeak 2026.01	5.78	0.729	0.795
DeepLeak 2026.01	3.5	0.619	0.726
DeepLeak 2026.01	3.5	0.619	0.726
Liu et al. w/ loss traj. 2026.01	2.1	0.619	0.708
Liu et al. [18] w/ loss traj. 2026.01	2.1	0.619	0.708
Liu et al. w/ loss traj. 2026.01	1.9	0.616	0.74
Liu et al. w/ loss traj. 2026.01	1.9	0.616	0.707
Liu et al. [18] w/ loss traj. 2026.01	1.9	0.616	0.74
Liu et al. [18] w/ loss traj. 2026.01	1.9	0.616	0.707
Liu et al. w/ loss traj. 2026.01	1.7	0.611	0.701
Liu et al. [18] w/ loss traj. 2026.01	1.7	0.611	0.701
Liu et al. w/ loss traj. 2026.01	1.5	0.617	0.704
Liu et al. [18] w/ loss traj. 2026.01	1.5	0.617	0.704
Liu et al. w/ loss traj. 2026.01	1.3	0.624	0.708
Liu et al. w/ loss traj. 2026.01	1.3	0.622	0.703
Liu et al. [18] w/ loss traj. 2026.01	1.3	0.624	0.708
Liu et al. [18] w/ loss traj. 2026.01	1.3	0.622	0.703
DeepLeak 2026.01	0.74	0.663	0.613
DeepLeak 2026.01	0.74	0.663	0.613
Shokri et al. (expl.) 2026.01	0.3	0.5	0.679
Shokri et al. (expl.) 2026.01	0.3	0.578	0.642
Shokri et al. (expl.) 2026.01	0.3	0.623	0.613
Shokri et al. (expl.) 2026.01	0.3	0.5	0.679
Shokri et al. (expl.) 2026.01	0.3	0.578	0.642
Shokri et al. (expl.) 2026.01	0.3	0.623	0.613
Shokri et al. (expl.) 2026.01	0.2	0.616	0.638
Shokri et al. (expl.) 2026.01	0.2	0.61	0.627
Shokri et al. (expl.) 2026.01	0.2	0.616	0.638
Shokri et al. (expl.) 2026.01	0.2	0.61	0.627
Shokri et al. (expl.) 2026.01	0.1	0.658	0.692
Shokri et al. (expl.) 2026.01	0.1	0.637	0.687
Shokri et al. (expl.) 2026.01	0.1	0.658	0.692
Shokri et al. (expl.) 2026.01	0.1	0.637	0.687