# Membership Inference Attack on VAR-d30

Source: [Membership Inference Attack on VAR-d30](<https://www.sota2.com/research/sota/membership-inference-attack-on-var-d30>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-07-01T08:42:47.070Z

Evaluation of Membership Inference Attack susceptibility on the VAR-d30 dataset, reporting metrics such as TPR@1%FPR, AUC, and Accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Membership Inference Attack |
| Dataset (including any stated split) | VAR-d30 |
| Metric | TPR@1%FPR |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [TPR@1%FPR](<https://www.sota2.com/research/sota/membership-inference-attack-on-var-d30.md?metric=TPR%401%25FPR>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/membership-inference-attack-on-var-d30.md?metric=AUC>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/membership-inference-attack-on-var-d30.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | TPR@1%FPR | Result date | Report paper |
| --- | --- | --- | --- |
| MADreMIA + Diversity | 9 | Not recorded | 6a449f0ae0224bd4f4993046 |
| MADreMIA + Combined | 8.8 | Not recorded | 6a449f0ae0224bd4f4993046 |
| MADreMIA + Quality | 7.6 | Not recorded | 6a449f0ae0224bd4f4993046 |
| Baseline | 4 | Not recorded | 6a449f0ae0224bd4f4993046 |

### MADreMIA + Diversity

TPR@1%FPR: 9. Result ID: 6a44d30573d097d845bfa732.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f0ae0224bd4f4993046.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f0ae0224bd4f4993046.md>)

Recorded evaluation configuration: {"Attack":"Baseline + Diversity","Iterations":"10"}. This record does not assert independent reproduction.

### MADreMIA + Combined

TPR@1%FPR: 8.8. Result ID: 6a44d30573d097d845bfa734.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f0ae0224bd4f4993046.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f0ae0224bd4f4993046.md>)

Recorded evaluation configuration: {"Attack":"Baseline + Combined","Iterations":"10"}. This record does not assert independent reproduction.

### MADreMIA + Quality

TPR@1%FPR: 7.6. Result ID: 6a44d30573d097d845bfa733.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f0ae0224bd4f4993046.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449f0ae0224bd4f4993046.md>)

Recorded evaluation configuration: {"Attack":"Baseline + Quality","Iterations":"10"}. This record does not assert independent reproduction.

### Baseline

TPR@1%FPR: 4. Result ID: 6a44d30573d097d845bfa731.

[Reporting paper](<https://www.sota2.com/research/paper/6a449f0ae0224bd4f4993046.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a71e209131cea7eb1d.md>)

Recorded evaluation configuration: {"Attack":"Baseline"}. This record does not assert independent reproduction.

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