# Unlearning Membership Inference on MNIST, Fashion-MNIST, SVHN, and CIFAR-10 (test)

Source: [Unlearning Membership Inference on MNIST, Fashion-MNIST, SVHN, and CIFAR-10 (test)](<https://www.sota2.com/research/sota/unlearning-membership-inference-on-mnist-fashion-mnist-svhn-and-cifar-10-test>)

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

Data updated: 2026-04-10T06:38:29.859Z

Evaluation of Unlearning Membership Inference performance across the test splits of MNIST, Fashion-MNIST, SVHN, and CIFAR-10 datasets, reporting metrics related to forgetting, retention, and overall performance.

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 | Unlearning Membership Inference |
| Dataset (including any stated split) | MNIST, Fashion-MNIST, SVHN, and CIFAR-10 Multi-Class (test) |
| Metric | NG Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [NG Score](<https://www.sota2.com/research/sota/unlearning-membership-inference-on-mnist-fashion-mnist-svhn-and-cifar-10-test.md?metric=NG%20Score>): Higher is better; unit: PERCENT.

- [FT Score](<https://www.sota2.com/research/sota/unlearning-membership-inference-on-mnist-fashion-mnist-svhn-and-cifar-10-test.md?metric=FT%20Score>): Higher is better; unit: PERCENT.

- [RL Score](<https://www.sota2.com/research/sota/unlearning-membership-inference-on-mnist-fashion-mnist-svhn-and-cifar-10-test.md?metric=RL%20Score>): Higher is better; unit: PERCENT.

- [AU Score](<https://www.sota2.com/research/sota/unlearning-membership-inference-on-mnist-fashion-mnist-svhn-and-cifar-10-test.md?metric=AU%20Score>): Higher is better; unit: PERCENT.

- [RT Score](<https://www.sota2.com/research/sota/unlearning-membership-inference-on-mnist-fashion-mnist-svhn-and-cifar-10-test.md?metric=RT%20Score>): Higher is better; unit: PERCENT.

- [Average Performance Score](<https://www.sota2.com/research/sota/unlearning-membership-inference-on-mnist-fashion-mnist-svhn-and-cifar-10-test.md?metric=Average%20Performance%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | NG Score | Result date | Report paper |
| --- | --- | --- | --- |
| Difference | 95.93 | Not recorded | 69d884117d0172140ec779fc |
| Dot Product | 82.62 | Not recorded | 69d884117d0172140ec779fc |
| Dot Product | 81.81 | Not recorded | 69d884117d0172140ec779fc |

### Difference

NG Score: 95.93. Result ID: 69d8996447f34ce924c0d67e.

[Reporting paper](<https://www.sota2.com/research/paper/69d884117d0172140ec779fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884117d0172140ec779fc.md>)

Recorded evaluation configuration: {"Classification Method":"Decision Tree"}. This record does not assert independent reproduction.

### Dot Product

NG Score: 82.62. Result ID: 69d8996447f34ce924c0d67c.

[Reporting paper](<https://www.sota2.com/research/paper/69d884117d0172140ec779fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884117d0172140ec779fc.md>)

Recorded evaluation configuration: {"Classification Method":"Youden’s Threshold"}. This record does not assert independent reproduction.

### Dot Product

NG Score: 81.81. Result ID: 69d8996447f34ce924c0d67d.

[Reporting paper](<https://www.sota2.com/research/paper/69d884117d0172140ec779fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d884117d0172140ec779fc.md>)

Recorded evaluation configuration: {"Classification Method":"K-Means"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.