# Traffic Prediction on PeMSD7-M 60 min horizon (test)

Source: [Traffic Prediction on PeMSD7-M 60 min horizon (test)](<https://www.sota2.com/research/sota/traffic-prediction-on-pemsd7-m-60-min-horizon-test>)

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

Data updated: 2026-02-26T05:49:16.519Z

Evaluation of traffic prediction models on the test split of the PeMSD7-M dataset, specifically configured for a 60-minute prediction horizon, using metrics like MAE, RMSE, WMAPE, and SEPA.

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 | Traffic Prediction |
| Dataset (including any stated split) | PeMSD7-M 60 min horizon (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [MAE](<https://www.sota2.com/research/sota/traffic-prediction-on-pemsd7-m-60-min-horizon-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/traffic-prediction-on-pemsd7-m-60-min-horizon-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [WMAPE](<https://www.sota2.com/research/sota/traffic-prediction-on-pemsd7-m-60-min-horizon-test.md?metric=WMAPE>): Lower is better; unit: PERCENT.

- [SEPA](<https://www.sota2.com/research/sota/traffic-prediction-on-pemsd7-m-60-min-horizon-test.md?metric=SEPA>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Adaptive graph connectivity | 4.59 | Not recorded | 6948d05c423ea42265729d93 |
| Adaptive graph connectivity | 4.63 | Not recorded | 6948d05c423ea42265729d93 |

### Adaptive graph connectivity

MAE: 4.59. Result ID: 69994fde5698665ec4ba53e2.

[Reporting paper](<https://www.sota2.com/research/paper/6948d05c423ea42265729d93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d05c423ea42265729d93.md>)

Recorded evaluation configuration: {"Setup":"Server-free FL","Timewindow":"140"}. This record does not assert independent reproduction.

### Adaptive graph connectivity

MAE: 4.63. Result ID: 69994fde5698665ec4ba53e1.

[Reporting paper](<https://www.sota2.com/research/paper/6948d05c423ea42265729d93.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6948d05c423ea42265729d93.md>)

Recorded evaluation configuration: {"Setup":"Traditional FL","Timewindow":"140"}. This record does not assert independent reproduction.

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