# Time Series Prediction on Spiral trajectories (test)

Source: [Time Series Prediction on Spiral trajectories (test)](<https://www.sota2.com/research/sota/time-series-prediction-on-spiral-trajectories-test>)

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

Data updated: 2026-02-26T05:58:54.251Z

Evaluation of Time Series Prediction models on the test split of the Spiral trajectories dataset, measured using Predictive RMSE.

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 Prediction |
| Dataset (including any stated split) | Spiral trajectories (test) |
| Metric | Predictive RMSE |
| 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

- [Predictive RMSE](<https://www.sota2.com/research/sota/time-series-prediction-on-spiral-trajectories-test.md?metric=Predictive%20RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Predictive RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| Latent ODE | 0.1346 | Not recorded | 68fa66cb1e209131cea12502 |
| Latent ODE | 0.1502 | Not recorded | 68fa66cb1e209131cea12502 |
| Latent ODE | 0.1642 | Not recorded | 68fa66cb1e209131cea12502 |
| RNN | 0.1813 | Not recorded | 68fa66cb1e209131cea12502 |
| RNN | 0.3202 | Not recorded | 68fa66cb1e209131cea12502 |
| RNN | 0.3937 | Not recorded | 68fa66cb1e209131cea12502 |

### Latent ODE

Predictive RMSE: 0.1346. Result ID: 698d07058b517eb4331e7549.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12502.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12502.md>)

[Implementation](<https://www.sota2.com/github.com/rtqichen/torchdiffeq>)

Recorded evaluation configuration: {"# Observations":"100/100"}. This record does not assert independent reproduction.

### Latent ODE

Predictive RMSE: 0.1502. Result ID: 698d07058b517eb4331e7548.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12502.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12502.md>)

[Implementation](<https://www.sota2.com/github.com/rtqichen/torchdiffeq>)

Recorded evaluation configuration: {"# Observations":"50/100"}. This record does not assert independent reproduction.

### Latent ODE

Predictive RMSE: 0.1642. Result ID: 698d07058b517eb4331e7547.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12502.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12502.md>)

[Implementation](<https://www.sota2.com/github.com/rtqichen/torchdiffeq>)

Recorded evaluation configuration: {"# Observations":"30/100"}. This record does not assert independent reproduction.

### RNN

Predictive RMSE: 0.1813. Result ID: 698d07058b517eb4331e7546.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12502.md>)

Recorded evaluation configuration: {"# Observations":"100/100"}. This record does not assert independent reproduction.

### RNN

Predictive RMSE: 0.3202. Result ID: 698d07058b517eb4331e7545.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12502.md>)

Recorded evaluation configuration: {"# Observations":"50/100"}. This record does not assert independent reproduction.

### RNN

Predictive RMSE: 0.3937. Result ID: 698d07058b517eb4331e7544.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea12502.md>)

Recorded evaluation configuration: {"# Observations":"30/100"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.