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Membership Inference Attack research benchmarks – Page 9 · SOTA2 Research

Membership Inference Attack

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

63.1AUC (PPL)

8

Apr 10, 2026

CINIC-10 ||δ||∞ ≤ 4.0/255 (test)

Adversarially Robust RMIA

85.04AUC

8

Apr 6, 2026

SVHN ||δ||∞ ≤ 4.0/255 (test)

Adversarially Robust RMIA

0.782AUC

8

Apr 6, 2026

CIFAR-100 ||δ||∞ ≤ 4.0/255 (test)

Adversarially Robust RMIA

0.829AUC

8

Apr 6, 2026

CIFAR-10 ||δ||∞ ≤ 4.0/255 (test)

Adversarially Robust RMIA

0.807AUC

8

Apr 6, 2026

Adversarially Robust LiRA

0.817AUC

8

Apr 6, 2026

0.822AUC

8

Apr 1, 2026

94.05AUC

8

Apr 1, 2026

10.5TPR @ 0.001

8

Mar 13, 2026

89.5AUROC

8

Feb 26, 2026

Tulu3 Mix Wildchat

66.2AUROC

8

Feb 26, 2026

68AUROC

8

Feb 26, 2026

AIME Paraphrased

86.2AUROC

8

Feb 26, 2026

85.9AUROC

8

Feb 26, 2026

Olympia Math Paraphrased

0.694AUROC

8

Feb 26, 2026

Olympia Math Original

0.705AUROC

8

Feb 26, 2026

The Heap (Near members vs Non-members)

0.679ROC AUC

8

Feb 26, 2026

The Heap Exact members vs Non-members

0.712ROC-AUC

8

Feb 26, 2026

The Heap All members vs Non-members

0.696ROC-AUC

8

Feb 26, 2026

97.91Accuracy

8

Feb 26, 2026

96.79Accuracy

8

Feb 26, 2026

0.61AUC-ROC

8

Feb 26, 2026

0.66AUC-ROC

8

Feb 26, 2026

0.72AUC-ROC

8

Feb 26, 2026

0.7AUC-ROC

8

Feb 26, 2026

Page 9 of 16

Popular datasets

CIFAR MIMIR ImageNet WikiMIA VL-MIA

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