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Membership Inference Attack on CIFAR-100 (test)

1,800TPR@0.1%FPR

DeepLeak

Updated 8d ago

Evaluation Results

Method	Links
DeepLeak 2026.01		1,800	90.5	98.3	-
Liu et al. [18] w/ loss traj. 2026.01		1,650	89.7	96.2	-
DeepLeak 2026.01		1,642	90.3	98.6	-
Liu et al. [18] w/ loss traj. 2026.01		1,640	88.5	95.7	-
Liu et al. [18] w/ loss traj. 2026.01		1,630	87.6	96.1	-
Liu et al. [18] w/ loss traj. 2026.01		1,630	85.2	95.9	-
Liu et al. [18] w/ loss traj. 2026.01		1,600	87.8	95.8	-
Liu et al. [18] w/ loss traj. 2026.01		1,580	88.7	96.2	-
Liu et al. [18] w/ loss traj. 2026.01		1,570	86.1	96.1	-
DeepLeak 2026.01		1,180	83.93	88.4	-
DeepLeak 2026.01		1,050	84.25	89.1	-
DeepLeak 2026.01		681	79.9	82.7	-
DeepLeak 2026.01		678	82	86	-
DeepLeak 2026.01		668	77.9	84.6	-
Shokri et al. (expl.) 2026.01		60	77.5	84.3	-
Shokri et al. (expl.) 2026.01		60	76.5	84.2	-
Shokri et al. (expl.) 2026.01		40	74.1	79.9	-
Shokri et al. (expl.) 2026.01		40	71.2	77.7	-
Shokri et al. (expl.) 2026.01		40	75.1	79.8	-
Shokri et al. (expl.) 2026.01		40	74.4	78.8	-
Shokri et al. (expl.) 2026.01		30	75.4	81.4	-
MR-BMIA 2025.03		15.31	-	-	45.57
RMIA 2025.03		14.5	-	-	36.06
Attack-R 2025.03		14.13	-	-	42.02
LiRA 2025.03		13.19	-	-	43.33