# Spatio-temporal Prediction on Weather (MAE, MAPE, WD)

Source: [Spatio-temporal Prediction on Weather (MAE, MAPE, WD)](<https://www.sota2.com/research/sota/spatio-temporal-prediction-on-weather-mae-mape-wd>)

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

Data updated: 2026-06-04T06:48:07.072Z

Evaluation of models performing Spatio-temporal Prediction on the Weather dataset, measured using Mean Absolute Error (MAE), Mean Percentage Absolute Error (MAPE), and Weighted Deviation (WD).

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 | Spatio-temporal Prediction |
| Dataset (including any stated split) | Weather |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 18 of 18 |
| 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/spatio-temporal-prediction-on-weather-mae-mape-wd.md?metric=MAE>): Lower is better; unit: SCALAR.

- [MAPE (%)](<https://www.sota2.com/research/sota/spatio-temporal-prediction-on-weather-mae-mape-wd.md?metric=MAPE%20(%25)>): Lower is better; unit: PERCENT.

- [WD](<https://www.sota2.com/research/sota/spatio-temporal-prediction-on-weather-mae-mape-wd.md?metric=WD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| DRAN | 0.676 | Not recorded | 68fa79f91e209131cea80600 |
| RGSL | 0.727 | Not recorded | 68fa79f91e209131cea80600 |
| DST-Mamba | 0.886 | Not recorded | 68fa79f91e209131cea80600 |
| DCRNN | 0.906 | Not recorded | 68fa79f91e209131cea80600 |
| MegaCRN | 0.947 | Not recorded | 68fa79f91e209131cea80600 |
| AGCRN | 0.99 | Not recorded | 68fa79f91e209131cea80600 |
| GCGRU | 1.013 | Not recorded | 68fa79f91e209131cea80600 |
| STDN | 1.019 | Not recorded | 68fa79f91e209131cea80600 |
| AutoTCL | 1.194 | Not recorded | 68fa79f91e209131cea80600 |
| InfoTS | 1.274 | Not recorded | 68fa79f91e209131cea80600 |
| ST-SSL | 1.394 | Not recorded | 68fa79f91e209131cea80600 |
| TESTAM | 1.481 | Not recorded | 68fa79f91e209131cea80600 |
| ASTGCN | 1.517 | Not recorded | 68fa79f91e209131cea80600 |
| MemDA | 1.714 | Not recorded | 68fa79f91e209131cea80600 |
| TGCN | 1.864 | Not recorded | 68fa79f91e209131cea80600 |
| STGCN | 2.074 | Not recorded | 68fa79f91e209131cea80600 |
| STAEformer | 3.728 | Not recorded | 68fa79f91e209131cea80600 |
| DA-RNN | 5.492 | Not recorded | 68fa79f91e209131cea80600 |

### DRAN

MAE: 0.676. Result ID: 6a211eddfbc373592c1c0006.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RGSL

MAE: 0.727. Result ID: 6a211eddfbc373592c1c0004.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af20.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DST-Mamba

MAE: 0.886. Result ID: 6a211eddfbc373592c1bfffd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DCRNN

MAE: 0.906. Result ID: 6a211eddfbc373592c1c0000.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MegaCRN

MAE: 0.947. Result ID: 6a211eddfbc373592c1c0003.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AGCRN

MAE: 0.99. Result ID: 6a211eddfbc373592c1bfffe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GCGRU

MAE: 1.013. Result ID: 6a211eddfbc373592c1bffff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63081e209131ce9fc7fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### STDN

MAE: 1.019. Result ID: 6a211eddfbc373592c1c0002.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77011e209131cea706d1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AutoTCL

MAE: 1.194. Result ID: 6a211eddfbc373592c1bfff7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f8e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### InfoTS

MAE: 1.274. Result ID: 6a211eddfbc373592c1bfff6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea427a6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ST-SSL

MAE: 1.394. Result ID: 6a211eddfbc373592c1c0005.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566a4.md>)

[Implementation](<https://github.com/Echo-Ji/ST-SSL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TESTAM

MAE: 1.481. Result ID: 6a211eddfbc373592c1bfffc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72611e209131cea560e2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ASTGCN

MAE: 1.517. Result ID: 6a211eddfbc373592c1bfffb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MemDA

MAE: 1.714. Result ID: 6a211eddfbc373592c1bfffa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea500ee.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TGCN

MAE: 1.864. Result ID: 6a211eddfbc373592c1bfff9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef44.md>)

[Implementation](<https://github.com/lehaifeng/T-GCN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### STGCN

MAE: 2.074. Result ID: 6a211eddfbc373592c1bfff8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### STAEformer

MAE: 3.728. Result ID: 6a211eddfbc373592c1c0001.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DA-RNN

MAE: 5.492. Result ID: 6a211eddfbc373592c1bfff5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63881e209131ce9ff51a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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