Share your thoughts, 1 month free Claude Pro on usSee more

Membership Inference Attack on CIFAR-100 (test)

1,800TPR@0.1%FPR

DeepLeak

Updated 1mo 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