SOTA Membership Inference Attack on CIFAR-10 (test) and PapersWithCode

1,038TPR@0.1%FPR

DeepLeak

Updated 1mo ago

Evaluation Results

Method
DeepLeak 2026.01	1,038	78.6	91
DeepLeak 2026.01	1,038	78.6	91
DeepLeak 2026.01	1,026	75.1	81.5
DeepLeak 2026.01	1,026	75.1	81.5
DeepLeak 2026.01	678	63.5	73.2
DeepLeak 2026.01	678	63.5	73.2
DeepLeak 2026.01	670	70.3	86.2
DeepLeak 2026.01	670	70.3	86.2
DeepLeak 2026.01	504	71.1	85.7
DeepLeak 2026.01	504	71.1	85.7
DeepLeak 2026.01	488	79.3	86.1
DeepLeak 2026.01	488	79.3	86.1
Liu et al. w/ loss traj. 2026.01	410	65.2	75
Liu et al. [18] w/ loss traj. 2026.01	410	65.2	75
Liu et al. w/ loss traj. 2026.01	400	64.4	75.1
Liu et al. [18] w/ loss traj. 2026.01	400	64.4	75.1
Liu et al. w/ loss traj. 2026.01	390	65.6	74.5
Liu et al. w/ loss traj. 2026.01	390	65.6	75.1
Liu et al. w/ loss traj. 2026.01	390	63.2	75
Liu et al. w/ loss traj. 2026.01	390	65.2	75.5
Liu et al. [18] w/ loss traj. 2026.01	390	65.6	74.5
Liu et al. [18] w/ loss traj. 2026.01	390	65.6	75.1
Liu et al. [18] w/ loss traj. 2026.01	390	63.2	75
Liu et al. [18] w/ loss traj. 2026.01	390	65.2	75.5
Liu et al. w/ loss traj. 2026.01	380	65.6	75.7
Liu et al. [18] w/ loss traj. 2026.01	380	65.6	75.7
DeepLeak 2026.01	95	63	65.1
DeepLeak 2026.01	95	63	65.1
Shokri et al. (expl.) 2026.01	30	59.4	63
Shokri et al. (expl.) 2026.01	30	61.4	65.4
Shokri et al. (expl.) 2026.01	30	59.4	63
Shokri et al. (expl.) 2026.01	30	61.4	65.4
Shokri et al. (expl.) 2026.01	20	60.7	64.2
Shokri et al. (expl.) 2026.01	20	61.6	63.8
Shokri et al. (expl.) 2026.01	20	62.1	65.9
Shokri et al. (expl.) 2026.01	20	60.7	61.8
Shokri et al. (expl.) 2026.01	20	60.7	64.2
Shokri et al. (expl.) 2026.01	20	61.6	63.8
Shokri et al. (expl.) 2026.01	20	62.1	65.9
Shokri et al. (expl.) 2026.01	20	60.7	61.8
Shokri et al. (expl.) 2026.01	10	60.4	61.6
Shokri et al. (expl.) 2026.01	10	60.4	61.6