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Membership Inference Attack on CIFAR-100 balanced (evaluation set)

99.17AUROC

Int. Outs*

Updated 4d ago

Evaluation Results

Method	Links
Int. Outs* 2022.03		99.17	97.68
Int. Outs* 2022.03		96.59	91.57
Int. Outs* 2022.03		93.62	86.38
Adversarial Distance 2022.03		89.24	89.1
WB* 2022.03		87.51	79.73
Adversarial Distance 2022.03		84.53	85.45
WB* 2022.03		84.52	76.46
Adversarial Distance 2022.03		84.35	85.12
Adversarial Distance 2022.03		82.78	82.63
WB* 2022.03		80.33	74.03
WB* 2022.03		79.38	71.92
Grad w* 2022.03		78.76	74.32
Grad w* 2022.03		77.8	73.47
Grad x* 2022.03		77.54	73.47
Grad x* 2022.03		77.2	73.43
Mentr. 2022.03		77.11	74.16
Mentr. 2022.03		76.87	75.28
Loss 2022.03		76.69	74.14
Grad Norm 2022.03		76.58	74.19
Grad x* 2022.03		75.81	71.81
Mentr. 2022.03		74.21	72.69
Grad w* 2022.03		73.12	72.59
Grad Norm 2022.03		73.06	75.74
Loss 2022.03		72.57	75.17
Softmax 2022.03		72.37	74.84
Grad Norm 2022.03		71.3	73.81
Loss 2022.03		70.85	72.61
Softmax 2022.03		70.52	72.11
Grad x* 2022.03		68.48	63.58
Softmax 2022.03		68	65.34
Grad w* 2022.03		61.98	62.72
Grad Norm 2022.03		59.93	62.56
Mentr. 2022.03		59.1	61.39
Loss 2022.03		58.66	61.29
Int. Outs* 2022.03		57.92	56.36
Softmax 2022.03		55.45	57.4