# Personalized Federated Learning on Tiny-ImageNet Dirichlet 0.1

Source: [Personalized Federated Learning on Tiny-ImageNet Dirichlet 0.1](<https://www.sota2.com/research/sota/personalized-federated-learning-on-tiny-imagenet-dirichlet-0-1>)

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

Data updated: 2026-02-27T06:04:02.345Z

Evaluation of Personalized Federated Learning performance on the Tiny-ImageNet dataset configured with a Dirichlet distribution shift (alpha=0.1). Metrics include accuracy at 20 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 Dirichlet 0.1 |
| Metric | Acc @20 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Acc @20](<https://www.sota2.com/research/sota/personalized-federated-learning-on-tiny-imagenet-dirichlet-0-1.md?metric=Acc%20%4020>): Higher is better; unit: SCALAR.

- [Speedup](<https://www.sota2.com/research/sota/personalized-federated-learning-on-tiny-imagenet-dirichlet-0-1.md?metric=Speedup>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Acc @20 | Result date | Report paper |
| --- | --- | --- | --- |
| Ditto | 178 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedAvg | 160 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedBABU | 156 | Not recorded | 68fa5bd71e209131ce9cc033 |
| Dis-PFL | 143 | Not recorded | 68fa5bd71e209131ce9cc033 |
| FedPer | 123 | Not recorded | 68fa5bd71e209131ce9cc033 |
| OSGP | 115 | Not recorded | 68fa5bd71e209131ce9cc033 |
| DFedAvgM | 110 | Not recorded | 68fa5bd71e209131ce9cc033 |
| DFedPGP | 74 | Not recorded | 68fa5bd71e209131ce9cc033 |

### Ditto

Acc @20: 178. Result ID: 69a133bb35dfcabb00e57848.

[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.

### FedAvg

Acc @20: 160. Result ID: 69a133bb35dfcabb00e57845.

[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

Acc @20: 156. Result ID: 69a133bb35dfcabb00e57847.

[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.

### Dis-PFL

Acc @20: 143. Result ID: 69a133bb35dfcabb00e5784b.

[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.

### FedPer

Acc @20: 123. Result ID: 69a133bb35dfcabb00e57846.

[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.

### OSGP

Acc @20: 115. Result ID: 69a133bb35dfcabb00e5784a.

[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.

### DFedAvgM

Acc @20: 110. Result ID: 69a133bb35dfcabb00e57849.

[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.

### DFedPGP

Acc @20: 74. Result ID: 69a133bb35dfcabb00e5784c.

[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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