# Time-series classification on DDG (test)

Source: [Time-series classification on DDG (test)](<https://www.sota2.com/research/sota/time-series-classification-on-ddg-test>)

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

Data updated: 2026-06-01T09:14:48.468Z

Evaluation of Time-series Classification performance on the test split of the DDG dataset, reporting accuracy.

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 | Time-series classification |
| Dataset (including any stated split) | DDG (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/time-series-classification-on-ddg-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ResRMNI | 58.2 | Not recorded | 68fa7a911e209131cea83f1d |
| ResESNI | 56.2 | Not recorded | 68fa7a911e209131cea83f1d |
| RMN | 56 | Not recorded | 68fa7a911e209131cea83f1d |
| LeakyESN | 53.4 | Not recorded | 68fa7a911e209131cea83f1d |
| ResESNR | 47.6 | Not recorded | 68fa7a911e209131cea83f1d |
| ResRMNR | 45.8 | Not recorded | 68fa7a911e209131cea83f1d |
| ResRMNC | 44.4 | Not recorded | 68fa7a911e209131cea83f1d |
| ResESNC | 39.2 | Not recorded | 68fa7a911e209131cea83f1d |

### ResRMNI

Accuracy: 58.2. Result ID: 6a1d4c9ffbc373592c16bb69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

Recorded evaluation configuration: {"Recurrent Matrix":"Identity"}. This record does not assert independent reproduction.

### ResESNI

Accuracy: 56.2. Result ID: 6a1d4c9ffbc373592c16bb65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

Recorded evaluation configuration: {"Recurrent Matrix":"Identity"}. This record does not assert independent reproduction.

### RMN

Accuracy: 56. Result ID: 6a1d4c9ffbc373592c16bb66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LeakyESN

Accuracy: 53.4. Result ID: 6a1d4c9ffbc373592c16bb62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ResESNR

Accuracy: 47.6. Result ID: 6a1d4c9ffbc373592c16bb63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

Recorded evaluation configuration: {"Recurrent Matrix":"Random"}. This record does not assert independent reproduction.

### ResRMNR

Accuracy: 45.8. Result ID: 6a1d4c9ffbc373592c16bb67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

Recorded evaluation configuration: {"Recurrent Matrix":"Random"}. This record does not assert independent reproduction.

### ResRMNC

Accuracy: 44.4. Result ID: 6a1d4c9ffbc373592c16bb68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

Recorded evaluation configuration: {"Recurrent Matrix":"Circular"}. This record does not assert independent reproduction.

### ResESNC

Accuracy: 39.2. Result ID: 6a1d4c9ffbc373592c16bb64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a911e209131cea83f1d.md>)

Recorded evaluation configuration: {"Recurrent Matrix":"Circular"}. This record does not assert independent reproduction.

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