# Duration-Based Fine-Grained Prediction on PeMS-Bay

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

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

Data updated: 2026-06-09T10:54:25.569Z

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

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

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

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| STRPatt | 2.8 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPatt | 3.08 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPavg | 3.34 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPavg | 4.16 | Not recorded | 6a279e5f90966ade919bfab2 |
| TimeMixer | 5.17 | Not recorded | 6a279e5f90966ade919bfab2 |
| TimeMixer | 5.18 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGODE | 5.6 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGODE | 5.62 | Not recorded | 6a279e5f90966ade919bfab2 |
| MegaCRN | 5.75 | Not recorded | 6a279e5f90966ade919bfab2 |
| MegaCRN | 5.76 | Not recorded | 6a279e5f90966ade919bfab2 |
| GWNet | 5.84 | Not recorded | 6a279e5f90966ade919bfab2 |
| STAEf. | 5.84 | Not recorded | 6a279e5f90966ade919bfab2 |
| GWNet | 5.85 | Not recorded | 6a279e5f90966ade919bfab2 |
| STAEf. | 5.85 | Not recorded | 6a279e5f90966ade919bfab2 |
| MTGNN | 5.93 | Not recorded | 6a279e5f90966ade919bfab2 |
| Trafformer | 5.93 | Not recorded | 6a279e5f90966ade919bfab2 |
| MTGNN | 5.94 | Not recorded | 6a279e5f90966ade919bfab2 |
| Traff. | 5.94 | Not recorded | 6a279e5f90966ade919bfab2 |
| STID | 5.95 | Not recorded | 6a279e5f90966ade919bfab2 |
| STID | 5.97 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGCN | 6.11 | Not recorded | 6a279e5f90966ade919bfab2 |
| AGCRN | 6.11 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGCN | 6.12 | Not recorded | 6a279e5f90966ade919bfab2 |
| AGCRN | 6.12 | Not recorded | 6a279e5f90966ade919bfab2 |
| DCRNN | 6.19 | Not recorded | 6a279e5f90966ade919bfab2 |
| DCRNN | 6.21 | Not recorded | 6a279e5f90966ade919bfab2 |
| STSGCN | 6.46 | Not recorded | 6a279e5f90966ade919bfab2 |
| STSGCN | 6.48 | Not recorded | 6a279e5f90966ade919bfab2 |
| ASTGCN | 6.82 | Not recorded | 6a279e5f90966ade919bfab2 |
| ASTGCN | 6.84 | Not recorded | 6a279e5f90966ade919bfab2 |

### STRPatt

MAE: 2.8. Result ID: 6a27efdbfbc373592c258aa6.

[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: 3.08. Result ID: 6a27efdbfbc373592c258a4c.

[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: 3.34. Result ID: 6a27efdbfbc373592c258aa5.

[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: 4.16. Result ID: 6a27efdbfbc373592c258a4b.

[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: 5.17. Result ID: 6a27efdbfbc373592c258aa4.

[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.

### TimeMixer

MAE: 5.18. Result ID: 6a27efdbfbc373592c258a4a.

[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.

### STGODE

MAE: 5.6. Result ID: 6a27efdbfbc373592c258a9f.

[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.

### STGODE

MAE: 5.62. Result ID: 6a27efdbfbc373592c258a45.

[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: 5.75. Result ID: 6a27efdbfbc373592c258aa3.

[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.

### MegaCRN

MAE: 5.76. Result ID: 6a27efdbfbc373592c258a49.

[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.

### GWNet

MAE: 5.84. Result ID: 6a27efdbfbc373592c258a9b.

[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.

### STAEf.

MAE: 5.84. Result ID: 6a27efdbfbc373592c258aa1.

[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.

### GWNet

MAE: 5.85. Result ID: 6a27efdbfbc373592c258a41.

[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.

### STAEf.

MAE: 5.85. Result ID: 6a27efdbfbc373592c258a47.

[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.

### MTGNN

MAE: 5.93. Result ID: 6a27efdbfbc373592c258a9d.

[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: 5.93. Result ID: 6a27efdbfbc373592c258aa2.

[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: 5.94. Result ID: 6a27efdbfbc373592c258a43.

[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.

### Traff.

MAE: 5.94. Result ID: 6a27efdbfbc373592c258a48.

[Reporting 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: 5.95. Result ID: 6a27efdbfbc373592c258aa0.

[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.

### STID

MAE: 5.97. Result ID: 6a27efdbfbc373592c258a46.

[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.

### STGCN

MAE: 6.11. Result ID: 6a27efdbfbc373592c258a99.

[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.

### AGCRN

MAE: 6.11. Result ID: 6a27efdbfbc373592c258a9e.

[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.

### STGCN

MAE: 6.12. Result ID: 6a27efdbfbc373592c258a3f.

[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.

### AGCRN

MAE: 6.12. Result ID: 6a27efdbfbc373592c258a44.

[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.

### DCRNN

MAE: 6.19. Result ID: 6a27efdbfbc373592c258a98.

[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.

### DCRNN

MAE: 6.21. Result ID: 6a27efdbfbc373592c258a3e.

[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.

### STSGCN

MAE: 6.46. Result ID: 6a27efdbfbc373592c258a9c.

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

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

### STSGCN

MAE: 6.48. Result ID: 6a27efdbfbc373592c258a42.

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

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

### ASTGCN

MAE: 6.82. Result ID: 6a27efdbfbc373592c258a9a.

[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: 6.84. Result ID: 6a27efdbfbc373592c258a40.

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

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

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