# Duration-Based Fine-Grained Prediction on METR-LA

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

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

Data updated: 2026-06-09T10:54:25.532Z

Evaluation of models on the METR-LA dataset using Duration-Based Fine-Grained Prediction, reporting 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) | METR-LA |
| 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-metr-la.md?metric=MAE>): Lower is better; unit: SCALAR.

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

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

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| STRPatt | 5.22 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPavg | 5.68 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPatt | 7.02 | Not recorded | 6a279e5f90966ade919bfab2 |
| STRPavg | 7.63 | Not recorded | 6a279e5f90966ade919bfab2 |
| TimeMixer | 7.9 | Not recorded | 6a279e5f90966ade919bfab2 |
| MegaCRN | 8.27 | Not recorded | 6a279e5f90966ade919bfab2 |
| STAEf. | 8.7 | Not recorded | 6a279e5f90966ade919bfab2 |
| Trafformer | 8.82 | Not recorded | 6a279e5f90966ade919bfab2 |
| GWNet | 8.83 | Not recorded | 6a279e5f90966ade919bfab2 |
| MTGNN | 8.83 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGODE | 8.92 | Not recorded | 6a279e5f90966ade919bfab2 |
| DCRNN | 9.09 | Not recorded | 6a279e5f90966ade919bfab2 |
| STID | 9.27 | Not recorded | 6a279e5f90966ade919bfab2 |
| AGCRN | 9.38 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGCN | 9.45 | Not recorded | 6a279e5f90966ade919bfab2 |
| TimeMixer | 9.67 | Not recorded | 6a279e5f90966ade919bfab2 |
| MegaCRN | 10.12 | Not recorded | 6a279e5f90966ade919bfab2 |
| STAEf. | 10.64 | Not recorded | 6a279e5f90966ade919bfab2 |
| Traff. | 10.79 | Not recorded | 6a279e5f90966ade919bfab2 |
| GWNet | 10.8 | Not recorded | 6a279e5f90966ade919bfab2 |
| MTGNN | 10.8 | Not recorded | 6a279e5f90966ade919bfab2 |
| STSGCN | 10.86 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGODE | 10.91 | Not recorded | 6a279e5f90966ade919bfab2 |
| DCRNN | 11.12 | Not recorded | 6a279e5f90966ade919bfab2 |
| STID | 11.34 | Not recorded | 6a279e5f90966ade919bfab2 |
| AGCRN | 11.49 | Not recorded | 6a279e5f90966ade919bfab2 |
| STGCN | 11.57 | Not recorded | 6a279e5f90966ade919bfab2 |
| STSGCN | 13.29 | Not recorded | 6a279e5f90966ade919bfab2 |
| ASTGCN | 16.01 | Not recorded | 6a279e5f90966ade919bfab2 |
| ASTGCN | 19.6 | Not recorded | 6a279e5f90966ade919bfab2 |

### STRPatt

MAE: 5.22. Result ID: 6a27efdbfbc373592c258a97.

[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: 5.68. Result ID: 6a27efdbfbc373592c258a96.

[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: 7.02. Result ID: 6a27efdbfbc373592c258a3d.

[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: 7.63. Result ID: 6a27efdbfbc373592c258a3c.

[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: 7.9. Result ID: 6a27efdbfbc373592c258a95.

[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: 8.27. Result ID: 6a27efdbfbc373592c258a94.

[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.

### STAEf.

MAE: 8.7. Result ID: 6a27efdbfbc373592c258a92.

[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: 8.82. Result ID: 6a27efdbfbc373592c258a93.

[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: 8.83. Result ID: 6a27efdbfbc373592c258a8c.

[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.

### MTGNN

MAE: 8.83. Result ID: 6a27efdbfbc373592c258a8e.

[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: 8.92. Result ID: 6a27efdbfbc373592c258a90.

[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.

### DCRNN

MAE: 9.09. Result ID: 6a27efdbfbc373592c258a89.

[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.

### STID

MAE: 9.27. Result ID: 6a27efdbfbc373592c258a91.

[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.

### AGCRN

MAE: 9.38. Result ID: 6a27efdbfbc373592c258a8f.

[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: 9.45. Result ID: 6a27efdbfbc373592c258a8a.

[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.

### TimeMixer

MAE: 9.67. Result ID: 6a27efdbfbc373592c258a3b.

[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: 10.12. Result ID: 6a27efdbfbc373592c258a3a.

[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.

### STAEf.

MAE: 10.64. Result ID: 6a27efdbfbc373592c258a38.

[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: 10.79. Result ID: 6a27efdbfbc373592c258a39.

[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: 10.8. Result ID: 6a27efdbfbc373592c258a32.

[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.

### MTGNN

MAE: 10.8. Result ID: 6a27efdbfbc373592c258a34.

[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.

### STSGCN

MAE: 10.86. Result ID: 6a27efdbfbc373592c258a8d.

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

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

### STGODE

MAE: 10.91. Result ID: 6a27efdbfbc373592c258a36.

[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.

### DCRNN

MAE: 11.12. Result ID: 6a27efdbfbc373592c258a2f.

[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.

### STID

MAE: 11.34. Result ID: 6a27efdbfbc373592c258a37.

[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.

### AGCRN

MAE: 11.49. Result ID: 6a27efdbfbc373592c258a35.

[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.

### STGCN

MAE: 11.57. Result ID: 6a27efdbfbc373592c258a30.

[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.

### STSGCN

MAE: 13.29. Result ID: 6a27efdbfbc373592c258a33.

[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: 16.01. Result ID: 6a27efdbfbc373592c258a8b.

[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: 19.6. Result ID: 6a27efdbfbc373592c258a31.

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

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

Page 1 of 1. This is an index page, not the full collection.