# Personalized Federated Learning on Tiny-ImageNet Pathological 10

Source: [Personalized Federated Learning on Tiny-ImageNet Pathological 10](<https://www.sota2.com/research/sota/personalized-federated-learning-on-tiny-imagenet-pathological-10>)

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

Data updated: 2026-02-27T06:04:02.427Z

Evaluation of Personalized Federated Learning performance on the Tiny-ImageNet dataset configured under the Pathological 10 condition, measuring accuracy at k=40 and speedup.

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 | Personalized Federated Learning |
| Dataset (including any stated split) | Tiny-ImageNet Pathological 10 |
| Metric | Accuracy@40 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Accuracy@40](<https://www.sota2.com/research/sota/personalized-federated-learning-on-tiny-imagenet-pathological-10.md?metric=Accuracy%4040>): Higher is better; unit: SCALAR.

- [Speedup](<https://www.sota2.com/research/sota/personalized-federated-learning-on-tiny-imagenet-pathological-10.md?metric=Speedup>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy@40 | Result date | Report paper |
| --- | --- | --- | --- |
| Ditto | 261 | Not recorded | 68fa5bd71e209131ce9cc033 |
| Dis-PFL | 227 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedAvg | 192 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedBABU | 178 | Not recorded | 68fa5bd71e209131ce9cc033 |
| DFedAvgM | 173 | Not recorded | 68fa5bd71e209131ce9cc033 |
| OSGP | 160 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedRep | 116 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedPer | 103 | Not recorded | 68fa5bd71e209131ce9cc033 |
| DFedPGP | 54 | Not recorded | 68fa5bd71e209131ce9cc033 |

### Ditto

Accuracy@40: 261. Result ID: 69a133bb35dfcabb00e57858.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2d1e209131cea269df.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Dis-PFL

Accuracy@40: 227. Result ID: 69a133bb35dfcabb00e5785b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca31e209131cea3522c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedAvg

Accuracy@40: 192. Result ID: 69a133bb35dfcabb00e57854.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e761e209131cea40072.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedBABU

Accuracy@40: 178. Result ID: 69a133bb35dfcabb00e57857.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfa1e209131cea31630.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DFedAvgM

Accuracy@40: 173. Result ID: 69a133bb35dfcabb00e57859.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cb1e209131cea24199.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### OSGP

Accuracy@40: 160. Result ID: 69a133bb35dfcabb00e5785a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa56dd1e209131ce9a0808.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedRep

Accuracy@40: 116. Result ID: 69a133bb35dfcabb00e57856.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a3d1e209131ce9be169.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FedPer

Accuracy@40: 103. Result ID: 69a133bb35dfcabb00e57855.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12528.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DFedPGP

Accuracy@40: 54. Result ID: 69a133bb35dfcabb00e5785c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5bd71e209131ce9cc033.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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