# Client Contribution Estimation Correlation on CIFAR-10 Dirichlet α = 0.01

Source: [Client Contribution Estimation Correlation on CIFAR-10 Dirichlet α = 0.01](<https://www.sota2.com/research/sota/client-contribution-estimation-correlation-on-cifar-10-dirichlet-0-01>)

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

Data updated: 2026-04-27T07:29:50.211Z

Evaluation of Client Contribution Estimation Correlation performance on the CIFAR-10 dataset configured with a Dirichlet distribution (α=0.01) for data partitioning, measured using Average Pearson Correlation.

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 | Client Contribution Estimation Correlation |
| Dataset (including any stated split) | CIFAR-10 Dirichlet α = 0.01 |
| Metric | Average Pearson Correlation |
| Unit | SCALAR |
| 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

- [Average Pearson Correlation](<https://www.sota2.com/research/sota/client-contribution-estimation-correlation-on-cifar-10-dirichlet-0-01.md?metric=Average%20Pearson%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Average Pearson Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| SpectralFed | 0.97 | Not recorded | 69eeed6855a3c32af89f963a |
| SpectralFuse | 0.97 | Not recorded | 69eeed6855a3c32af89f963a |
| SpectralFuse | 0.95 | Not recorded | 69eeed6855a3c32af89f963a |
| ShapFed | 0.94 | Not recorded | 69eeed6855a3c32af89f963a |
| SpectralFed | 0.94 | Not recorded | 69eeed6855a3c32af89f963a |
| CGSV | 0.88 | Not recorded | 69eeed6855a3c32af89f963a |
| ShapFed | 0.79 | Not recorded | 69eeed6855a3c32af89f963a |
| CGSV | 0.51 | Not recorded | 69eeed6855a3c32af89f963a |
| FedAvg | 0 | Not recorded | 69eeed6855a3c32af89f963a |
| FedAvg | -0.02 | Not recorded | 69eeed6855a3c32af89f963a |

### SpectralFed

Average Pearson Correlation: 0.97. Result ID: 69ef104947f34ce924d4e5fc.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

Recorded evaluation configuration: {"Number of seeds":"5"}. This record does not assert independent reproduction.

### SpectralFuse

Average Pearson Correlation: 0.97. Result ID: 69ef104947f34ce924d4e5fd.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

Recorded evaluation configuration: {"Number of seeds":"5"}. This record does not assert independent reproduction.

### SpectralFuse

Average Pearson Correlation: 0.95. Result ID: 69ef104947f34ce924d4e616.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

Recorded evaluation configuration: {"Number of seeds":"3"}. This record does not assert independent reproduction.

### ShapFed

Average Pearson Correlation: 0.94. Result ID: 69ef104947f34ce924d4e5fb.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c987.md>)

Recorded evaluation configuration: {"Number of seeds":"5"}. This record does not assert independent reproduction.

### SpectralFed

Average Pearson Correlation: 0.94. Result ID: 69ef104947f34ce924d4e615.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

Recorded evaluation configuration: {"Number of seeds":"3"}. This record does not assert independent reproduction.

### CGSV

Average Pearson Correlation: 0.88. Result ID: 69ef104947f34ce924d4e5fa.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

Recorded evaluation configuration: {"Number of seeds":"5"}. This record does not assert independent reproduction.

### ShapFed

Average Pearson Correlation: 0.79. Result ID: 69ef104947f34ce924d4e614.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73731e209131cea5c987.md>)

Recorded evaluation configuration: {"Number of seeds":"3"}. This record does not assert independent reproduction.

### CGSV

Average Pearson Correlation: 0.51. Result ID: 69ef104947f34ce924d4e613.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

Recorded evaluation configuration: {"Number of seeds":"3"}. This record does not assert independent reproduction.

### FedAvg

Average Pearson Correlation: 0. Result ID: 69ef104947f34ce924d4e5f9.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

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

Recorded evaluation configuration: {"Number of seeds":"5"}. This record does not assert independent reproduction.

### FedAvg

Average Pearson Correlation: -0.02. Result ID: 69ef104947f34ce924d4e612.

[Reporting paper](<https://www.sota2.com/research/paper/69eeed6855a3c32af89f963a.md>)

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

Recorded evaluation configuration: {"Number of seeds":"3"}. This record does not assert independent reproduction.

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