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Membership Inference Attack Defense research benchmarks · SOTA2 Research

Membership Inference Attack Defense

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR100 (test)

0.5Loss (Series)

60

Feb 26, 2026

90AUC (Loss-Series)

26

Feb 26, 2026

CIFAR100 non-iid (test)

0.89Loss-Series AUC

8

Feb 26, 2026

CIFAR100 Half Case

0.71Loss-Series AUC

8

Feb 26, 2026

CIFAR100 Pair Case

0.7Loss-Series AUC

8

Feb 26, 2026

RAG Evaluation Datasets (NQ, PubMedQA, TriviaQA)

49.7Contextual Recall

7

Apr 24, 2026

89Accuracy

7

Feb 26, 2026

ImageNet-10 (test)

0.796Model Score

7

Feb 26, 2026

0.742Model Score

7

Feb 26, 2026

TinyImageNet (Half)

0.52Loss

7

Feb 26, 2026

0.491SPV AUC

4

Feb 26, 2026

Trivia-QA (test)

0.55SPV AUC

4

Feb 26, 2026

CIFAR100 Uniform Defense Scenario (test)

0.64FedMIA-II AUC

4

Feb 26, 2026

0.66Loss-Series AUC

3

Feb 26, 2026

Popular datasets

CIFAR Trivia QA CIFAR100 ImageNet SST

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