# Machine Unlearning Utility on Tiny-ImageNet (retained set D \\ Du)

Source: [Machine Unlearning Utility on Tiny-ImageNet (retained set D \\ Du)](<https://www.sota2.com/research/sota/machine-unlearning-utility-on-tiny-imagenet-retained-set-d-du>)

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

Data updated: 2026-04-23T09:41:31.739Z

Evaluation of Machine Unlearning utility performance specifically on the retained subset (D \\ Du) of the Tiny-ImageNet dataset, measured using macro F1-score.

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 | Machine Unlearning Utility |
| Dataset (including any stated split) | Tiny-ImageNet (retained set D \\ Du) |
| Metric | Macro F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Macro F1 Score](<https://www.sota2.com/research/sota/machine-unlearning-utility-on-tiny-imagenet-retained-set-d-du.md?metric=Macro%20F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| Retrain | 95.79 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sr) | 95.65 | Not recorded | 68fa74501e209131cea60fc7 |
| Retrain | 93.78 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sn) | 93.09 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sr) | 92.83 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sn) | 92.83 | Not recorded | 68fa74501e209131cea60fc7 |
| Original | 91.42 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-F | 91.1 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-F | 90.3 | Not recorded | 68fa74501e209131cea60fc7 |
| Original | 90.21 | Not recorded | 68fa74501e209131cea60fc7 |

### Retrain

Macro F1 Score: 95.79. Result ID: 69e9e93b47f34ce924d178b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Data Distribution Setting":"Imbalanced","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Adv-R (Sr)

Macro F1 Score: 95.65. Result ID: 69e9e93b47f34ce924d178b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Data Distribution Setting":"Imbalanced","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Retrain

Macro F1 Score: 93.78. Result ID: 69e9e93b47f34ce924d178ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Data Distribution Setting":"Normal","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Adv-R (Sn)

Macro F1 Score: 93.09. Result ID: 69e9e93b47f34ce924d178af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Data Distribution Setting":"Normal","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Adv-R (Sr)

Macro F1 Score: 92.83. Result ID: 69e9e93b47f34ce924d178ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Data Distribution Setting":"Normal","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Adv-R (Sn)

Macro F1 Score: 92.83. Result ID: 69e9e93b47f34ce924d178b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Data Distribution Setting":"Imbalanced","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Original

Macro F1 Score: 91.42. Result ID: 69e9e93b47f34ce924d178b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Data Distribution Setting":"Imbalanced","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Adv-F

Macro F1 Score: 91.1. Result ID: 69e9e93b47f34ce924d178b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Data Distribution Setting":"Imbalanced","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Adv-F

Macro F1 Score: 90.3. Result ID: 69e9e93b47f34ce924d178b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Data Distribution Setting":"Normal","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### Original

Macro F1 Score: 90.21. Result ID: 69e9e93b47f34ce924d178ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74501e209131cea60fc7.md>)

Recorded evaluation configuration: {"Data Distribution Setting":"Normal","Backbone":"ResNet-50"}. This record does not assert independent reproduction.

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