# Duration-Based Fine-Grained Prediction on PeMS08

Source: [Duration-Based Fine-Grained Prediction on PeMS08](<https://www.sota2.com/research/sota/duration-based-fine-grained-prediction-on-pems08>)

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

Data updated: 2026-06-09T10:54:25.719Z

Evaluation of models performing duration-based fine-grained traffic prediction on the PeMS08 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) | PeMS08 |
| 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-pems08.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/duration-based-fine-grained-prediction-on-pems08.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [MAPE](<https://www.sota2.com/research/sota/duration-based-fine-grained-prediction-on-pems08.md?metric=MAPE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| STRPatt | 13.66 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPavg | 14.63 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPatt | 23.38 | Not recorded | 6a279e5f90966ade919bfab2 |
| STID | 28.3 | Not recorded | 6a279e5f90966ade919bfab2 |
| TimeMixer | 29.99 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPavg | 30.08 | Not recorded | 6a279e5f90966ade919bfab2 |
| AGCRN | 31.42 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGODE | 33.12 | Not recorded | 6a279e5f90966ade919bfab2 |
| MegaCRN | 33.41 | Not recorded | 6a279e5f90966ade919bfab2 |
| STSGCN | 33.75 | Not recorded | 6a279e5f90966ade919bfab2 |
| STAEf. | 33.94 | Not recorded | 6a279e5f90966ade919bfab2 |
| Trafformer | 34 | Not recorded | 6a279e5f90966ade919bfab2 |
| MTGNN | 34.46 | Not recorded | 6a279e5f90966ade919bfab2 |
| DCRNN | 35.19 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGCN | 35.5 | Not recorded | 6a279e5f90966ade919bfab2 |
| ASTGCN | 36.67 | Not recorded | 6a279e5f90966ade919bfab2 |
| GWNet | 37.69 | Not recorded | 6a279e5f90966ade919bfab2 |
| STID | 55.46 | Not recorded | 6a279e5f90966ade919bfab2 |
| TimeMixer | 58.77 | Not recorded | 6a279e5f90966ade919bfab2 |
| AGCRN | 61.59 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGODE | 64.91 | Not recorded | 6a279e5f90966ade919bfab2 |
| MegaCRN | 65.49 | Not recorded | 6a279e5f90966ade919bfab2 |
| STSGCN | 66.14 | Not recorded | 6a279e5f90966ade919bfab2 |
| STAEf. | 66.52 | Not recorded | 6a279e5f90966ade919bfab2 |
| Traff. | 67.51 | Not recorded | 6a279e5f90966ade919bfab2 |
| MTGNN | 67.53 | Not recorded | 6a279e5f90966ade919bfab2 |
| DCRNN | 68.96 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGCN | 69.58 | Not recorded | 6a279e5f90966ade919bfab2 |
| ASTGCN | 71.86 | Not recorded | 6a279e5f90966ade919bfab2 |
| GWNet | 73.86 | Not recorded | 6a279e5f90966ade919bfab2 |

### STRPatt

MAE: 13.66. Result ID: 6a27efdbfbc373592c258ae2.

[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: 14.63. Result ID: 6a27efdbfbc373592c258ae1.

[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: 23.38. Result ID: 6a27efdbfbc373592c258a88.

[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.

### STID

MAE: 28.3. Result ID: 6a27efdbfbc373592c258adc.

[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.

### TimeMixer

MAE: 29.99. Result ID: 6a27efdbfbc373592c258ae0.

[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.

### STRPavg

MAE: 30.08. Result ID: 6a27efdbfbc373592c258a87.

[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.

### AGCRN

MAE: 31.42. Result ID: 6a27efdbfbc373592c258ada.

[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.

### STGODE

MAE: 33.12. Result ID: 6a27efdbfbc373592c258adb.

[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.

### MegaCRN

MAE: 33.41. Result ID: 6a27efdbfbc373592c258adf.

[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.

### STSGCN

MAE: 33.75. Result ID: 6a27efdbfbc373592c258ad8.

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

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

### STAEf.

MAE: 33.94. Result ID: 6a27efdbfbc373592c258add.

[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.

### Trafformer

MAE: 34. Result ID: 6a27efdbfbc373592c258ade.

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

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

### MTGNN

MAE: 34.46. Result ID: 6a27efdbfbc373592c258ad9.

[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.

### DCRNN

MAE: 35.19. Result ID: 6a27efdbfbc373592c258ad4.

[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.

### STGCN

MAE: 35.5. Result ID: 6a27efdbfbc373592c258ad5.

[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.

### ASTGCN

MAE: 36.67. Result ID: 6a27efdbfbc373592c258ad6.

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

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

### GWNet

MAE: 37.69. Result ID: 6a27efdbfbc373592c258ad7.

[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.

### STID

MAE: 55.46. Result ID: 6a27efdbfbc373592c258a82.

[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.

### TimeMixer

MAE: 58.77. Result ID: 6a27efdbfbc373592c258a86.

[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.

### AGCRN

MAE: 61.59. Result ID: 6a27efdbfbc373592c258a80.

[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.

### STGODE

MAE: 64.91. Result ID: 6a27efdbfbc373592c258a81.

[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.

### MegaCRN

MAE: 65.49. Result ID: 6a27efdbfbc373592c258a85.

[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.

### STSGCN

MAE: 66.14. Result ID: 6a27efdbfbc373592c258a7e.

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

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

### STAEf.

MAE: 66.52. Result ID: 6a27efdbfbc373592c258a83.

[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.

### Traff.

MAE: 67.51. Result ID: 6a27efdbfbc373592c258a84.

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

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

### MTGNN

MAE: 67.53. Result ID: 6a27efdbfbc373592c258a7f.

[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.

### DCRNN

MAE: 68.96. Result ID: 6a27efdbfbc373592c258a7a.

[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.

### STGCN

MAE: 69.58. Result ID: 6a27efdbfbc373592c258a7b.

[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: 71.86. Result ID: 6a27efdbfbc373592c258a7c.

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

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

### GWNet

MAE: 73.86. Result ID: 6a27efdbfbc373592c258a7d.

[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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