# Image Classification on MNIST 60k LS K=1

Source: [Image Classification on MNIST 60k LS K=1](<https://www.sota2.com/research/sota/image-classification-on-mnist-60k-ls-k-1>)

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

Data updated: 2026-05-25T07:27:11.144Z

Evaluation of Image Classification performance on the MNIST 60k LS K=1 dataset, reporting the Gini coefficient.

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 | Image Classification |
| Dataset (including any stated split) | MNIST 60k LS K=1 |
| Metric | Gini Coefficient |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Gini Coefficient](<https://www.sota2.com/research/sota/image-classification-on-mnist-60k-ls-k-1.md?metric=Gini%20Coefficient>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Gini Coefficient | Result date | Report paper |
| --- | --- | --- | --- |
| FedAvg | 0.0041 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FedRep | 0.0046 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL++ | 0.0054 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| RDFL | 0.0055 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL | 0.0056 | Not recorded | 6a13d7826f71c5ae7dc9e822 |
| FibFL+ | 0.0058 | Not recorded | 6a13d7826f71c5ae7dc9e822 |

### FedAvg

Gini Coefficient: 0.0041. Result ID: 6a13f9b2fbc373592c0ac534.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

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

Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction.

### FedRep

Gini Coefficient: 0.0046. Result ID: 6a13f9b2fbc373592c0ac535.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

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

Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction.

### FibFL++

Gini Coefficient: 0.0054. Result ID: 6a13f9b2fbc373592c0ac539.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction.

### RDFL

Gini Coefficient: 0.0055. Result ID: 6a13f9b2fbc373592c0ac536.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction.

### FibFL

Gini Coefficient: 0.0056. Result ID: 6a13f9b2fbc373592c0ac537.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction.

### FibFL+

Gini Coefficient: 0.0058. Result ID: 6a13f9b2fbc373592c0ac538.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7826f71c5ae7dc9e822.md>)

Recorded evaluation configuration: {"N":"10","R":"30"}. This record does not assert independent reproduction.

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