# Machine Unlearning Utility on Tiny-ImageNet (unlearned set Du)

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

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

Data updated: 2026-04-23T09:41:31.711Z

Evaluation of Machine Unlearning Utility performance on the specific 'unlearned set Du' subset 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 (unlearned set 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-unlearned-set-du.md?metric=Macro%20F1-score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro F1-score | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 91.76 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-F | 91.37 | Not recorded | 68fa74501e209131cea60fc7 |
| Original | 90.34 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-F | 90.16 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sn) | 31.82 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sr) | 31.26 | Not recorded | 68fa74501e209131cea60fc7 |
| Retrain | 31.03 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sr) | 8.98 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sn) | 8.7 | Not recorded | 68fa74501e209131cea60fc7 |
| Retrain | 8.59 | Not recorded | 68fa74501e209131cea60fc7 |

### Original

Macro F1-score: 91.76. Result ID: 69e9e93b47f34ce924d178a7.

[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: 91.37. Result ID: 69e9e93b47f34ce924d178ab.

[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: 90.34. Result ID: 69e9e93b47f34ce924d178a2.

[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-F

Macro F1-score: 90.16. Result ID: 69e9e93b47f34ce924d178a6.

[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: 31.82. Result ID: 69e9e93b47f34ce924d178a5.

[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: 31.26. Result ID: 69e9e93b47f34ce924d178a4.

[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.

### Retrain

Macro F1-score: 31.03. Result ID: 69e9e93b47f34ce924d178a3.

[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 (Sr)

Macro F1-score: 8.98. Result ID: 69e9e93b47f34ce924d178a9.

[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-R (Sn)

Macro F1-score: 8.7. Result ID: 69e9e93b47f34ce924d178aa.

[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: 8.59. Result ID: 69e9e93b47f34ce924d178a8.

[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.

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