# Traffic Forecasting on METR-LA 20 nodes (test)

Source: [Traffic Forecasting on METR-LA 20 nodes (test)](<https://www.sota2.com/research/sota/traffic-forecasting-on-metr-la-20-nodes-test>)

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

Data updated: 2026-02-26T05:49:02.068Z

Evaluation of traffic forecasting models on the 20-node subset of the METR-LA dataset (test split), assessed using standard metrics like MAE, MAPE, 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 | Traffic Forecasting |
| Dataset (including any stated split) | METR-LA 20 nodes (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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/traffic-forecasting-on-metr-la-20-nodes-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [MAPE](<https://www.sota2.com/research/sota/traffic-forecasting-on-metr-la-20-nodes-test.md?metric=MAPE>): Lower is better; unit: PERCENT.

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

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| DCGCN | 2.72 | Not recorded | 68fa707c1e209131cea4b660 |
| DBGCN | 2.79 | Not recorded | 68fa707c1e209131cea4b660 |
| DCGCN | 3.05 | Not recorded | 68fa707c1e209131cea4b660 |
| DBGCN | 3.16 | Not recorded | 68fa707c1e209131cea4b660 |
| DCGCN | 3.48 | Not recorded | 68fa707c1e209131cea4b660 |
| DBGCN | 3.69 | Not recorded | 68fa707c1e209131cea4b660 |

### DCGCN

MAE: 2.72. Result ID: 699133043a6c314849066bb2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b660.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b660.md>)

[Implementation](<https://github.com/MonBG/DCGCN>)

Recorded evaluation configuration: {"Evaluation Horizon":"step 3 (15 mins)","Nodes":20}. This record does not assert independent reproduction.

### DBGCN

MAE: 2.79. Result ID: 699133043a6c314849066bb1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b660.md>)

Recorded evaluation configuration: {"Evaluation Horizon":"step 3 (15 mins)","Nodes":20}. This record does not assert independent reproduction.

### DCGCN

MAE: 3.05. Result ID: 699133043a6c314849066bb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b660.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b660.md>)

[Implementation](<https://github.com/MonBG/DCGCN>)

Recorded evaluation configuration: {"Evaluation Horizon":"step 6 (30 mins)","Nodes":20}. This record does not assert independent reproduction.

### DBGCN

MAE: 3.16. Result ID: 699133043a6c314849066bb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b660.md>)

Recorded evaluation configuration: {"Evaluation Horizon":"step 6 (30 mins)","Nodes":20}. This record does not assert independent reproduction.

### DCGCN

MAE: 3.48. Result ID: 699133043a6c314849066bb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b660.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b660.md>)

[Implementation](<https://github.com/MonBG/DCGCN>)

Recorded evaluation configuration: {"Evaluation Horizon":"step 12 (1 hour)","Nodes":20}. This record does not assert independent reproduction.

### DBGCN

MAE: 3.69. Result ID: 699133043a6c314849066bb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa707c1e209131cea4b660.md>)

Recorded evaluation configuration: {"Evaluation Horizon":"step 12 (1 hour)","Nodes":20}. This record does not assert independent reproduction.

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