# Spatio-temporal forecasting on METR-LA (20% test)

Source: [Spatio-temporal forecasting on METR-LA (20% test)](<https://www.sota2.com/research/sota/spatio-temporal-forecasting-on-metr-la-20-percent-test>)

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

Data updated: 2026-04-20T07:54:38.336Z

Evaluation of Spatio-temporal forecasting models on the 20% test split of the METR-LA dataset, reporting metrics like MAE and RMSE.

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 forecasting |
| Dataset (including any stated split) | METR-LA (20% test) |
| 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/spatio-temporal-forecasting-on-metr-la-20-percent-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/spatio-temporal-forecasting-on-metr-la-20-percent-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| GWavenet + RRN | 2.73 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GWavenet | 2.75 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GMAN + RRN | 2.76 | Not recorded | 69e5b2df7d0172140ec7de29 |
| Auto-DSTSGN | 2.77 | Not recorded | 69e5b2df7d0172140ec7de29 |
| Auto-DSTSGN + RRN | 2.78 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GMAN | 2.81 | Not recorded | 69e5b2df7d0172140ec7de29 |
| DCRNN + RRN | 2.84 | Not recorded | 69e5b2df7d0172140ec7de29 |
| DCRNN | 2.91 | Not recorded | 69e5b2df7d0172140ec7de29 |
| STPGNN | 2.92 | Not recorded | 69e5b2df7d0172140ec7de29 |
| STPGNN + RRN | 2.92 | Not recorded | 69e5b2df7d0172140ec7de29 |
| Auto-DSTSGN | 3.13 | Not recorded | 69e5b2df7d0172140ec7de29 |
| Auto-DSTSGN + RRN | 3.15 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GMAN + RRN | 3.15 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GWavenet | 3.16 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GWavenet + RRN | 3.16 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GMAN | 3.19 | Not recorded | 69e5b2df7d0172140ec7de29 |
| DCRNN + RRN | 3.3 | Not recorded | 69e5b2df7d0172140ec7de29 |
| STPGNN | 3.36 | Not recorded | 69e5b2df7d0172140ec7de29 |
| STPGNN + RRN | 3.36 | Not recorded | 69e5b2df7d0172140ec7de29 |
| DCRNN | 3.4 | Not recorded | 69e5b2df7d0172140ec7de29 |
| Auto-DSTSGN + RRN | 3.57 | Not recorded | 69e5b2df7d0172140ec7de29 |
| Auto-DSTSGN | 3.58 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GMAN + RRN | 3.63 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GMAN | 3.65 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GWavenet + RRN | 3.66 | Not recorded | 69e5b2df7d0172140ec7de29 |
| GWavenet | 3.68 | Not recorded | 69e5b2df7d0172140ec7de29 |
| STPGNN | 3.87 | Not recorded | 69e5b2df7d0172140ec7de29 |
| STPGNN + RRN | 3.88 | Not recorded | 69e5b2df7d0172140ec7de29 |
| DCRNN + RRN | 3.93 | Not recorded | 69e5b2df7d0172140ec7de29 |
| DCRNN | 4.13 | Not recorded | 69e5b2df7d0172140ec7de29 |

### GWavenet + RRN

MAE: 2.73. Result ID: 69e5dbbb47f34ce924cbd2b4.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"3","Backbone":"Graph WaveNet","RRN Integration":"true"}. This record does not assert independent reproduction.

### GWavenet

MAE: 2.75. Result ID: 69e5dbbb47f34ce924cbd2b3.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d51e209131cea0c8f9.md>)

[Implementation](<https://github.com/nnzhan/Graph-WaveNet>)

Recorded evaluation configuration: {"Horizon":"3","Backbone":"Graph WaveNet","RRN Integration":"false"}. This record does not assert independent reproduction.

### GMAN + RRN

MAE: 2.76. Result ID: 69e5dbbb47f34ce924cbd2ba.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"3","Backbone":"GMAN","RRN Integration":"true"}. This record does not assert independent reproduction.

### Auto-DSTSGN

MAE: 2.77. Result ID: 69e5dbbb47f34ce924cbd2b7.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea37724.md>)

Recorded evaluation configuration: {"Horizon":"3","Backbone":"Auto-DSTSGN","RRN Integration":"false"}. This record does not assert independent reproduction.

### Auto-DSTSGN + RRN

MAE: 2.78. Result ID: 69e5dbbb47f34ce924cbd2b8.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"3","Backbone":"Auto-DSTSGN","RRN Integration":"true"}. This record does not assert independent reproduction.

### GMAN

MAE: 2.81. Result ID: 69e5dbbb47f34ce924cbd2b9.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120dc.md>)

[Implementation](<https://github.com/zhengchuanpan/GMAN>)

Recorded evaluation configuration: {"Horizon":"3","Backbone":"GMAN","RRN Integration":"false"}. This record does not assert independent reproduction.

### DCRNN + RRN

MAE: 2.84. Result ID: 69e5dbbb47f34ce924cbd2b6.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"3","Backbone":"DCRNN","RRN Integration":"true"}. This record does not assert independent reproduction.

### DCRNN

MAE: 2.91. Result ID: 69e5dbbb47f34ce924cbd2b5.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

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

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

Recorded evaluation configuration: {"Horizon":"3","Backbone":"DCRNN","RRN Integration":"false"}. This record does not assert independent reproduction.

### STPGNN

MAE: 2.92. Result ID: 69e5dbbb47f34ce924cbd2bb.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"3","Backbone":"STPGNN","RRN Integration":"false"}. This record does not assert independent reproduction.

### STPGNN + RRN

MAE: 2.92. Result ID: 69e5dbbb47f34ce924cbd2bc.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"3","Backbone":"STPGNN","RRN Integration":"true"}. This record does not assert independent reproduction.

### Auto-DSTSGN

MAE: 3.13. Result ID: 69e5dbbb47f34ce924cbd2c1.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea37724.md>)

Recorded evaluation configuration: {"Horizon":"6","Backbone":"Auto-DSTSGN","RRN Integration":"false"}. This record does not assert independent reproduction.

### Auto-DSTSGN + RRN

MAE: 3.15. Result ID: 69e5dbbb47f34ce924cbd2c2.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"6","Backbone":"Auto-DSTSGN","RRN Integration":"true"}. This record does not assert independent reproduction.

### GMAN + RRN

MAE: 3.15. Result ID: 69e5dbbb47f34ce924cbd2c4.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"6","Backbone":"GMAN","RRN Integration":"true"}. This record does not assert independent reproduction.

### GWavenet

MAE: 3.16. Result ID: 69e5dbbb47f34ce924cbd2bd.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d51e209131cea0c8f9.md>)

[Implementation](<https://github.com/nnzhan/Graph-WaveNet>)

Recorded evaluation configuration: {"Horizon":"6","Backbone":"Graph WaveNet","RRN Integration":"false"}. This record does not assert independent reproduction.

### GWavenet + RRN

MAE: 3.16. Result ID: 69e5dbbb47f34ce924cbd2be.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"6","Backbone":"Graph WaveNet","RRN Integration":"true"}. This record does not assert independent reproduction.

### GMAN

MAE: 3.19. Result ID: 69e5dbbb47f34ce924cbd2c3.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120dc.md>)

[Implementation](<https://github.com/zhengchuanpan/GMAN>)

Recorded evaluation configuration: {"Horizon":"6","Backbone":"GMAN","RRN Integration":"false"}. This record does not assert independent reproduction.

### DCRNN + RRN

MAE: 3.3. Result ID: 69e5dbbb47f34ce924cbd2c0.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"6","Backbone":"DCRNN","RRN Integration":"true"}. This record does not assert independent reproduction.

### STPGNN

MAE: 3.36. Result ID: 69e5dbbb47f34ce924cbd2c5.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"6","Backbone":"STPGNN","RRN Integration":"false"}. This record does not assert independent reproduction.

### STPGNN + RRN

MAE: 3.36. Result ID: 69e5dbbb47f34ce924cbd2c6.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"6","Backbone":"STPGNN","RRN Integration":"true"}. This record does not assert independent reproduction.

### DCRNN

MAE: 3.4. Result ID: 69e5dbbb47f34ce924cbd2bf.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

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

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

Recorded evaluation configuration: {"Horizon":"6","Backbone":"DCRNN","RRN Integration":"false"}. This record does not assert independent reproduction.

### Auto-DSTSGN + RRN

MAE: 3.57. Result ID: 69e5dbbb47f34ce924cbd2cc.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"12","Backbone":"Auto-DSTSGN","RRN Integration":"true"}. This record does not assert independent reproduction.

### Auto-DSTSGN

MAE: 3.58. Result ID: 69e5dbbb47f34ce924cbd2cb.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d121e209131cea37724.md>)

Recorded evaluation configuration: {"Horizon":"12","Backbone":"Auto-DSTSGN","RRN Integration":"false"}. This record does not assert independent reproduction.

### GMAN + RRN

MAE: 3.63. Result ID: 69e5dbbb47f34ce924cbd2ce.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"12","Backbone":"GMAN","RRN Integration":"true"}. This record does not assert independent reproduction.

### GMAN

MAE: 3.65. Result ID: 69e5dbbb47f34ce924cbd2cd.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b71e209131cea120dc.md>)

[Implementation](<https://github.com/zhengchuanpan/GMAN>)

Recorded evaluation configuration: {"Horizon":"12","Backbone":"GMAN","RRN Integration":"false"}. This record does not assert independent reproduction.

### GWavenet + RRN

MAE: 3.66. Result ID: 69e5dbbb47f34ce924cbd2c8.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"12","Backbone":"Graph WaveNet","RRN Integration":"true"}. This record does not assert independent reproduction.

### GWavenet

MAE: 3.68. Result ID: 69e5dbbb47f34ce924cbd2c7.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d51e209131cea0c8f9.md>)

[Implementation](<https://github.com/nnzhan/Graph-WaveNet>)

Recorded evaluation configuration: {"Horizon":"12","Backbone":"Graph WaveNet","RRN Integration":"false"}. This record does not assert independent reproduction.

### STPGNN

MAE: 3.87. Result ID: 69e5dbbb47f34ce924cbd2cf.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"12","Backbone":"STPGNN","RRN Integration":"false"}. This record does not assert independent reproduction.

### STPGNN + RRN

MAE: 3.88. Result ID: 69e5dbbb47f34ce924cbd2d0.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"12","Backbone":"STPGNN","RRN Integration":"true"}. This record does not assert independent reproduction.

### DCRNN + RRN

MAE: 3.93. Result ID: 69e5dbbb47f34ce924cbd2ca.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

Recorded evaluation configuration: {"Horizon":"12","Backbone":"DCRNN","RRN Integration":"true"}. This record does not assert independent reproduction.

### DCRNN

MAE: 4.13. Result ID: 69e5dbbb47f34ce924cbd2c9.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b2df7d0172140ec7de29.md>)

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

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

Recorded evaluation configuration: {"Horizon":"12","Backbone":"DCRNN","RRN Integration":"false"}. This record does not assert independent reproduction.

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