# Duration-Based Fine-Grained Prediction on PeMS07

Source: [Duration-Based Fine-Grained Prediction on PeMS07](<https://www.sota2.com/research/sota/duration-based-fine-grained-prediction-on-pems07>)

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

Data updated: 2026-06-09T10:54:25.682Z

Evaluation of models performing Duration-Based Fine-Grained Prediction on the PeMS07 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) | PeMS07 |
| 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-pems07.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/duration-based-fine-grained-prediction-on-pems07.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [MAPE](<https://www.sota2.com/research/sota/duration-based-fine-grained-prediction-on-pems07.md?metric=MAPE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| STRPatt | 30.24 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPatt | 32.87 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPavg | 39.3 | Not recorded | 6a279e5f90966ade919bfab2 |
| STID | 41.37 | Not recorded | 6a279e5f90966ade919bfab2 |
| TimeMixer | 42.16 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPavg | 42.77 | Not recorded | 6a279e5f90966ade919bfab2 |
| AGCRN | 43.63 | Not recorded | 6a279e5f90966ade919bfab2 |
| MegaCRN | 45.51 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGODE | 47.12 | Not recorded | 6a279e5f90966ade919bfab2 |
| STAEf. | 47.86 | Not recorded | 6a279e5f90966ade919bfab2 |
| MTGNN | 48.58 | Not recorded | 6a279e5f90966ade919bfab2 |
| Trafformer | 49.02 | Not recorded | 6a279e5f90966ade919bfab2 |
| STID | 49.7 | Not recorded | 6a279e5f90966ade919bfab2 |
| STSGCN | 49.72 | Not recorded | 6a279e5f90966ade919bfab2 |
| TimeMixer | 50.64 | Not recorded | 6a279e5f90966ade919bfab2 |
| DCRNN | 51.85 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGCN | 52.01 | Not recorded | 6a279e5f90966ade919bfab2 |
| AGCRN | 52.41 | Not recorded | 6a279e5f90966ade919bfab2 |
| MegaCRN | 54.67 | Not recorded | 6a279e5f90966ade919bfab2 |
| GWNet | 55.03 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGODE | 56.6 | Not recorded | 6a279e5f90966ade919bfab2 |
| STAEf. | 57.49 | Not recorded | 6a279e5f90966ade919bfab2 |
| ASTGCN | 57.49 | Not recorded | 6a279e5f90966ade919bfab2 |
| MTGNN | 58.36 | Not recorded | 6a279e5f90966ade919bfab2 |
| Traff. | 58.89 | Not recorded | 6a279e5f90966ade919bfab2 |
| STSGCN | 59.73 | Not recorded | 6a279e5f90966ade919bfab2 |
| DCRNN | 62.29 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGCN | 62.48 | Not recorded | 6a279e5f90966ade919bfab2 |
| GWNet | 66.1 | Not recorded | 6a279e5f90966ade919bfab2 |
| ASTGCN | 69.06 | Not recorded | 6a279e5f90966ade919bfab2 |

### STRPatt

MAE: 30.24. Result ID: 6a27efdbfbc373592c258ad3.

[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: 32.87. Result ID: 6a27efdbfbc373592c258a79.

[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: 39.3. Result ID: 6a27efdbfbc373592c258ad2.

[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.

### STID

MAE: 41.37. Result ID: 6a27efdbfbc373592c258acd.

[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: 42.16. Result ID: 6a27efdbfbc373592c258ad1.

[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: 42.77. Result ID: 6a27efdbfbc373592c258a78.

[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: 43.63. Result ID: 6a27efdbfbc373592c258acb.

[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.

### MegaCRN

MAE: 45.51. Result ID: 6a27efdbfbc373592c258ad0.

[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.

### STGODE

MAE: 47.12. Result ID: 6a27efdbfbc373592c258acc.

[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.

### STAEf.

MAE: 47.86. Result ID: 6a27efdbfbc373592c258ace.

[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.

### MTGNN

MAE: 48.58. Result ID: 6a27efdbfbc373592c258aca.

[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: 49.02. Result ID: 6a27efdbfbc373592c258acf.

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

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

### STID

MAE: 49.7. Result ID: 6a27efdbfbc373592c258a73.

[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.

### STSGCN

MAE: 49.72. Result ID: 6a27efdbfbc373592c258ac9.

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

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

### TimeMixer

MAE: 50.64. Result ID: 6a27efdbfbc373592c258a77.

[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.

### DCRNN

MAE: 51.85. Result ID: 6a27efdbfbc373592c258ac5.

[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: 52.01. Result ID: 6a27efdbfbc373592c258ac6.

[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: 52.41. Result ID: 6a27efdbfbc373592c258a71.

[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.

### MegaCRN

MAE: 54.67. Result ID: 6a27efdbfbc373592c258a76.

[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: 55.03. Result ID: 6a27efdbfbc373592c258ac8.

[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.

### STGODE

MAE: 56.6. Result ID: 6a27efdbfbc373592c258a72.

[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.

### STAEf.

MAE: 57.49. Result ID: 6a27efdbfbc373592c258a74.

[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.

### ASTGCN

MAE: 57.49. Result ID: 6a27efdbfbc373592c258ac7.

[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: 58.36. Result ID: 6a27efdbfbc373592c258a70.

[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: 58.89. Result ID: 6a27efdbfbc373592c258a75.

[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: 59.73. Result ID: 6a27efdbfbc373592c258a6f.

[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: 62.29. Result ID: 6a27efdbfbc373592c258a6b.

[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: 62.48. Result ID: 6a27efdbfbc373592c258a6c.

[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.

### GWNet

MAE: 66.1. Result ID: 6a27efdbfbc373592c258a6e.

[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.

### ASTGCN

MAE: 69.06. Result ID: 6a27efdbfbc373592c258a6d.

[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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