# Duration-Based Fine-Grained Prediction on PeMS03

Source: [Duration-Based Fine-Grained Prediction on PeMS03](<https://www.sota2.com/research/sota/duration-based-fine-grained-prediction-on-pems03>)

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

Data updated: 2026-06-09T10:54:25.605Z

Evaluation of models performing Duration-Based Fine-Grained Prediction on the PeMS03 traffic dataset, assessed using MAE, RMSE, and MAPE.

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 | Duration-Based Fine-Grained Prediction |
| Dataset (including any stated split) | PeMS03 |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 30 of 30 |
| 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/duration-based-fine-grained-prediction-on-pems03.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/duration-based-fine-grained-prediction-on-pems03.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [MAPE](<https://www.sota2.com/research/sota/duration-based-fine-grained-prediction-on-pems03.md?metric=MAPE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| STRPatt | 12.28 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPavg | 13.1 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPatt | 21.3 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPavg | 27.71 | Not recorded | 6a279e5f90966ade919bfab2 |
| TimeMixer | 28.86 | Not recorded | 6a279e5f90966ade919bfab2 |
| MegaCRN | 30.19 | Not recorded | 6a279e5f90966ade919bfab2 |
| AGCRN | 31.68 | Not recorded | 6a279e5f90966ade919bfab2 |
| STAEf. | 31.74 | Not recorded | 6a279e5f90966ade919bfab2 |
| STID | 31.87 | Not recorded | 6a279e5f90966ade919bfab2 |
| MTGNN | 32.22 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGODE | 32.55 | Not recorded | 6a279e5f90966ade919bfab2 |
| STSGCN | 34.48 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGCN | 34.5 | Not recorded | 6a279e5f90966ade919bfab2 |
| Trafformer | 34.5 | Not recorded | 6a279e5f90966ade919bfab2 |
| ASTGCN | 34.89 | Not recorded | 6a279e5f90966ade919bfab2 |
| DCRNN | 35.86 | Not recorded | 6a279e5f90966ade919bfab2 |
| GWNet | 39.15 | Not recorded | 6a279e5f90966ade919bfab2 |
| TimeMixer | 79.13 | Not recorded | 6a279e5f90966ade919bfab2 |
| MegaCRN | 82.78 | Not recorded | 6a279e5f90966ade919bfab2 |
| AGCRN | 86.87 | Not recorded | 6a279e5f90966ade919bfab2 |
| STAEf. | 87.05 | Not recorded | 6a279e5f90966ade919bfab2 |
| STID | 87.38 | Not recorded | 6a279e5f90966ade919bfab2 |
| MTGNN | 88.36 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGODE | 89.25 | Not recorded | 6a279e5f90966ade919bfab2 |
| Traff. | 93.35 | Not recorded | 6a279e5f90966ade919bfab2 |
| STSGCN | 94.55 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGCN | 94.6 | Not recorded | 6a279e5f90966ade919bfab2 |
| ASTGCN | 95.68 | Not recorded | 6a279e5f90966ade919bfab2 |
| DCRNN | 98.33 | Not recorded | 6a279e5f90966ade919bfab2 |
| GWNet | 107.37 | Not recorded | 6a279e5f90966ade919bfab2 |

### STRPatt

MAE: 12.28. Result ID: 6a27efdbfbc373592c258ab5.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### STRPavg

MAE: 13.1. Result ID: 6a27efdbfbc373592c258ab4.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### STRPatt

MAE: 21.3. Result ID: 6a27efdbfbc373592c258a5b.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### STRPavg

MAE: 27.71. Result ID: 6a27efdbfbc373592c258a5a.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### TimeMixer

MAE: 28.86. Result ID: 6a27efdbfbc373592c258ab3.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73451e209131cea5b721.md>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### MegaCRN

MAE: 30.19. Result ID: 6a27efdbfbc373592c258ab2.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b64.md>)

[Implementation](<https://github.com/deepkashiwa20/MegaCRN>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### AGCRN

MAE: 31.68. Result ID: 6a27efdbfbc373592c258aad.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68891e209131cea1cc3d.md>)

[Implementation](<https://github.com/LeiBAI/AGCRN>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### STAEf.

MAE: 31.74. Result ID: 6a27efdbfbc373592c258ab0.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d192.md>)

[Implementation](<https://github.com/XDZhelheim/STAEformer>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### STID

MAE: 31.87. Result ID: 6a27efdbfbc373592c258aaf.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38866.md>)

[Implementation](<https://github.com/zezhishao/STID>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### MTGNN

MAE: 32.22. Result ID: 6a27efdbfbc373592c258aac.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea05915.md>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### STGODE

MAE: 32.55. Result ID: 6a27efdbfbc373592c258aae.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26ba8.md>)

[Implementation](<https://github.com/square-coder/STGODE>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### STSGCN

MAE: 34.48. Result ID: 6a27efdbfbc373592c258aab.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### STGCN

MAE: 34.5. Result ID: 6a27efdbfbc373592c258aa8.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea05915.md>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### Trafformer

MAE: 34.5. Result ID: 6a27efdbfbc373592c258ab1.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### ASTGCN

MAE: 34.89. Result ID: 6a27efdbfbc373592c258aa9.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### DCRNN

MAE: 35.86. Result ID: 6a27efdbfbc373592c258aa7.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64131e209131cea0293d.md>)

[Implementation](<https://github.com/liyaguang/DCRNN>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### GWNet

MAE: 39.15. Result ID: 6a27efdbfbc373592c258aaa.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d51e209131cea0c8f9.md>)

[Implementation](<https://github.com/nnzhan/Graph-WaveNet>)

Recorded evaluation configuration: {"Th":"18","Tp":"18"}. This record does not assert independent reproduction.

### TimeMixer

MAE: 79.13. Result ID: 6a27efdbfbc373592c258a59.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73451e209131cea5b721.md>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### MegaCRN

MAE: 82.78. Result ID: 6a27efdbfbc373592c258a58.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b64.md>)

[Implementation](<https://github.com/deepkashiwa20/MegaCRN>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### AGCRN

MAE: 86.87. Result ID: 6a27efdbfbc373592c258a53.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68891e209131cea1cc3d.md>)

[Implementation](<https://github.com/LeiBAI/AGCRN>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### STAEf.

MAE: 87.05. Result ID: 6a27efdbfbc373592c258a56.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d192.md>)

[Implementation](<https://github.com/XDZhelheim/STAEformer>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### STID

MAE: 87.38. Result ID: 6a27efdbfbc373592c258a55.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d381e209131cea38866.md>)

[Implementation](<https://github.com/zezhishao/STID>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### MTGNN

MAE: 88.36. Result ID: 6a27efdbfbc373592c258a52.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea05915.md>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### STGODE

MAE: 89.25. Result ID: 6a27efdbfbc373592c258a54.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a391e209131cea26ba8.md>)

[Implementation](<https://github.com/square-coder/STGODE>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### Traff.

MAE: 93.35. Result ID: 6a27efdbfbc373592c258a57.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### STSGCN

MAE: 94.55. Result ID: 6a27efdbfbc373592c258a51.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### STGCN

MAE: 94.6. Result ID: 6a27efdbfbc373592c258a4e.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea05915.md>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### ASTGCN

MAE: 95.68. Result ID: 6a27efdbfbc373592c258a4f.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### DCRNN

MAE: 98.33. Result ID: 6a27efdbfbc373592c258a4d.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64131e209131cea0293d.md>)

[Implementation](<https://github.com/liyaguang/DCRNN>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

### GWNet

MAE: 107.37. Result ID: 6a27efdbfbc373592c258a50.

[Reporting paper](<https://www.sota2.com/research/paper/6a279e5f90966ade919bfab2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d51e209131cea0c8f9.md>)

[Implementation](<https://github.com/nnzhan/Graph-WaveNet>)

Recorded evaluation configuration: {"Dh":"6h","Dp":"6h"}. This record does not assert independent reproduction.

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