Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Membership Inference Attack research benchmarks – Page 16 · SOTA2 Research

Membership Inference Attack

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.679ROC-AUC

3

Feb 26, 2026

0.683ROC AUC

3

Feb 26, 2026

0.551ROC AUC

3

Feb 26, 2026

AG News (Retain)

0.557ROC AUC

3

Feb 26, 2026

20Newsgroups Target

0.695ROC AUC

3

Feb 26, 2026

20Newsgroups Retain

0.664ROC AUC

3

Feb 26, 2026

Purchase100 (test)

Gradient-Based Membership Inference Attack

0.72Accuracy

3

Feb 26, 2026

MovieLens ML-1M and ML-100K avg across 4 settings

Reference Recommendation based MIA

10.4Time Cost (avg)

3

Feb 26, 2026

BookReasoning Document-level

93.7ACC

3

Feb 26, 2026

Federated CIFAR-10 (test)

Entropy-Based Attack

0.68AUC

3

Feb 26, 2026

0.742AUC (LOSS)

3

Feb 26, 2026

0.725AUC (LOSS)

3

Feb 26, 2026

1,191SecMI

2

Jul 1, 2026

Depression Screening

Boundary-targeted LiRA attack

0.867MI-AUC

2

May 22, 2026

VL-MIA Flickr Claude-3 (test)

0.738AUC

2

May 19, 2026

69Accuracy

2

Apr 23, 2026

93Accuracy

2

Apr 23, 2026

Diffusion Layer

94Accuracy

2

Apr 23, 2026

78Accuracy

2

Apr 23, 2026

Member Fabrication Attack

87.6Loss Score

2

Apr 6, 2026

71.3Model Accuracy

2

Apr 1, 2026

81.2Model Accuracy

2

Apr 1, 2026

13.04SecMI

1

Jul 1, 2026

Page 16 of 16

Popular datasets

CIFAR MIMIR ImageNet WikiMIA VL-MIA

Follow for updates

Join SOTA2 Contact