# Machine Unlearning Utility on Tiny-ImageNet Dt (test)

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

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

Data updated: 2026-04-23T09:41:31.765Z

Evaluation of Machine Unlearning Utility performance on the Dt test split 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 Dt (test) |
| 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-dt-test.md?metric=Macro%20F1-score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro F1-score | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 36.59 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-F | 36.57 | Not recorded | 68fa74501e209131cea60fc7 |
| Original | 33.81 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-F | 33.69 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sr) | 31.78 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sn) | 31.76 | Not recorded | 68fa74501e209131cea60fc7 |
| Retrain | 31.08 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sn) | 26.8 | Not recorded | 68fa74501e209131cea60fc7 |
| Adv-R (Sr) | 26.76 | Not recorded | 68fa74501e209131cea60fc7 |
| Retrain | 26.19 | Not recorded | 68fa74501e209131cea60fc7 |

### Original

Macro F1-score: 36.59. Result ID: 69e9e93b47f34ce924d178b6.

[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: 36.57. Result ID: 69e9e93b47f34ce924d178ba.

[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: 33.81. Result ID: 69e9e93b47f34ce924d178bb.

[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: 33.69. Result ID: 69e9e93b47f34ce924d178bf.

[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 (Sr)

Macro F1-score: 31.78. Result ID: 69e9e93b47f34ce924d178b8.

[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: 31.76. Result ID: 69e9e93b47f34ce924d178b9.

[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: 31.08. Result ID: 69e9e93b47f34ce924d178b7.

[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: 26.8. Result ID: 69e9e93b47f34ce924d178be.

[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 (Sr)

Macro F1-score: 26.76. Result ID: 69e9e93b47f34ce924d178bd.

[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: 26.19. Result ID: 69e9e93b47f34ce924d178bc.

[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.

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