# Heterogeneous material learning on Mechanical MNIST ID heterogeneous material (test)

Source: [Heterogeneous material learning on Mechanical MNIST ID heterogeneous material (test)](<https://www.sota2.com/research/sota/heterogeneous-material-learning-on-mechanical-mnist-id-heterogeneous-material-test>)

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

Data updated: 2026-02-26T06:06:14.658Z

Evaluation of Heterogeneous material learning performance on the test split of the Mechanical MNIST ID heterogeneous material dataset.

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 | Heterogeneous material learning |
| Dataset (including any stated split) | Mechanical MNIST ID heterogeneous material (test) |
| Metric | Test Error |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [Test Error](<https://www.sota2.com/research/sota/heterogeneous-material-learning-on-mechanical-mnist-id-heterogeneous-material-test.md?metric=Test%20Error>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Test Error | Result date | Report paper |
| --- | --- | --- | --- |
| NAO | 4.75 | Not recorded | 68fa5c2c1e209131ce9ce986 |
| Discrete-NAO | 6.34 | Not recorded | 68fa5c2c1e209131ce9ce986 |
| NAO | 6.57 | Not recorded | 68fa5c2c1e209131ce9ce986 |
| Discrete-NAO | 7.21 | Not recorded | 68fa5c2c1e209131ce9ce986 |

### NAO

Test Error: 4.75. Result ID: 698bb3a17a967eddb770b811.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c2c1e209131ce9ce986.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c2c1e209131ce9ce986.md>)

Recorded evaluation configuration: {"Case":"d = 100, dk = 100, 45000 samples","#param":"303,814"}. This record does not assert independent reproduction.

### Discrete-NAO

Test Error: 6.34. Result ID: 698bb3a17a967eddb770b810.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c2c1e209131ce9ce986.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c2c1e209131ce9ce986.md>)

Recorded evaluation configuration: {"Case":"d = 100, dk = 100, 45000 samples","#param":"7,353,768"}. This record does not assert independent reproduction.

### NAO

Test Error: 6.57. Result ID: 698bb3a17a967eddb770b80f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c2c1e209131ce9ce986.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c2c1e209131ce9ce986.md>)

Recorded evaluation configuration: {"Case":"d = 40, dk = 40, 22500 samples","#param":"142,534"}. This record does not assert independent reproduction.

### Discrete-NAO

Test Error: 7.21. Result ID: 698bb3a17a967eddb770b80e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c2c1e209131ce9ce986.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c2c1e209131ce9ce986.md>)

Recorded evaluation configuration: {"Case":"d = 40, dk = 40, 22500 samples","#param":"5,469,528"}. This record does not assert independent reproduction.

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