# Joint contribution evaluation on MNIST (test)

Source: [Joint contribution evaluation on MNIST (test)](<https://www.sota2.com/research/sota/joint-contribution-evaluation-on-mnist-test>)

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

Data updated: 2026-06-02T08:26:16.583Z

Evaluation of joint contribution analysis on the test split of the MNIST dataset, typically measured using correlation metrics.

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 | Joint contribution evaluation |
| Dataset (including any stated split) | MNIST (test) |
| Metric | Pearson Correlation |
| 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

- [Pearson Correlation](<https://www.sota2.com/research/sota/joint-contribution-evaluation-on-mnist-test.md?metric=Pearson%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Pearson Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| NRM | 0.947 | Not recorded | 6a1e63c1dbd7150506f85377 |
| LRP | 0.4568 | Not recorded | 6a1e63c1dbd7150506f85377 |
| NRM | 0.4468 | Not recorded | 6a1e63c1dbd7150506f85377 |
| Occ. | 0.196 | Not recorded | 6a1e63c1dbd7150506f85377 |
| Act. | 0.1513 | Not recorded | 6a1e63c1dbd7150506f85377 |
| LRP | 0.0103 | Not recorded | 6a1e63c1dbd7150506f85377 |
| Occ. | 0.0084 | Not recorded | 6a1e63c1dbd7150506f85377 |
| Act. | 0.0063 | Not recorded | 6a1e63c1dbd7150506f85377 |

### NRM

Pearson Correlation: 0.947. Result ID: 6a1e9399fbc373592c18b321.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"MLP","Joint relevance order":"2nd Order"}. This record does not assert independent reproduction.

### LRP

Pearson Correlation: 0.4568. Result ID: 6a1e9399fbc373592c18b323.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"MLP","Joint relevance order":"2nd Order"}. This record does not assert independent reproduction.

### NRM

Pearson Correlation: 0.4468. Result ID: 6a1e9399fbc373592c18b322.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"MLP","Joint relevance order":"3rd Order"}. This record does not assert independent reproduction.

### Occ.

Pearson Correlation: 0.196. Result ID: 6a1e9399fbc373592c18b325.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"MLP","Joint relevance order":"2nd Order"}. This record does not assert independent reproduction.

### Act.

Pearson Correlation: 0.1513. Result ID: 6a1e9399fbc373592c18b327.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"MLP","Joint relevance order":"2nd Order"}. This record does not assert independent reproduction.

### LRP

Pearson Correlation: 0.0103. Result ID: 6a1e9399fbc373592c18b324.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"MLP","Joint relevance order":"3rd Order"}. This record does not assert independent reproduction.

### Occ.

Pearson Correlation: 0.0084. Result ID: 6a1e9399fbc373592c18b326.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"MLP","Joint relevance order":"3rd Order"}. This record does not assert independent reproduction.

### Act.

Pearson Correlation: 0.0063. Result ID: 6a1e9399fbc373592c18b328.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e63c1dbd7150506f85377.md>)

Recorded evaluation configuration: {"Backbone":"MLP","Joint relevance order":"3rd Order"}. This record does not assert independent reproduction.

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