# Traffic Forecasting on METR-LA Full (test) Source: [Traffic Forecasting on METR-LA Full (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:02.051Z Evaluation of traffic forecasting models on the full test split of the METR-LA dataset, 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 Full (test) | | 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](): Lower is better; unit: SCALAR. - [MAPE](): Lower is better; unit: SCALAR. - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | DCGCN | 2.73 | Not recorded | 68fa707c1e209131cea4b660 | | DCRNN | 2.77 | Not recorded | 68fa707c1e209131cea4b660 | | AGCRN | 2.87 | Not recorded | 68fa707c1e209131cea4b660 | | STGCN | 2.88 | Not recorded | 68fa707c1e209131cea4b660 | | ASTGCN | 3.09 | Not recorded | 68fa707c1e209131cea4b660 | | DCGCN | 3.11 | Not recorded | 68fa707c1e209131cea4b660 | | DCRNN | 3.15 | Not recorded | 68fa707c1e209131cea4b660 | | AGCRN | 3.23 | Not recorded | 68fa707c1e209131cea4b660 | | STGCN | 3.47 | Not recorded | 68fa707c1e209131cea4b660 | | DCGCN | 3.57 | Not recorded | 68fa707c1e209131cea4b660 | | DCRNN | 3.6 | Not recorded | 68fa707c1e209131cea4b660 | | AGCRN | 3.62 | Not recorded | 68fa707c1e209131cea4b660 | | ASTGCN | 3.67 | Not recorded | 68fa707c1e209131cea4b660 | | VAR | 4.42 | Not recorded | 68fa707c1e209131cea4b660 | | ASTGCN | 4.43 | Not recorded | 68fa707c1e209131cea4b660 | | STGCN | 4.59 | Not recorded | 68fa707c1e209131cea4b660 | | VAR | 5.41 | Not recorded | 68fa707c1e209131cea4b660 | | VAR | 6.52 | Not recorded | 68fa707c1e209131cea4b660 | ### DCGCN MAE: 2.73. Result ID: 699133043a6c314849066ba4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Horizon":"step 3 (15 mins)","Input sequence length (Tin)":12,"Output sequence length (Tout)":12,"Time granularity":"5 minutes","Normalization":"Z-Score","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### DCRNN MAE: 2.77. Result ID: 699133043a6c314849066ba0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Horizon":"step 3 (15 mins)","Input sequence length (Tin)":12,"Output sequence length (Tout)":12,"Time granularity":"5 minutes","Normalization":"Z-Score","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### AGCRN MAE: 2.87. Result ID: 699133043a6c314849066ba3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Horizon":"step 3 (15 mins)","Input sequence length (Tin)":12,"Output sequence length (Tout)":12,"Time granularity":"5 minutes","Normalization":"Z-Score","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### STGCN MAE: 2.88. Result ID: 699133043a6c314849066ba1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Horizon":"step 3 (15 mins)","Input sequence length (Tin)":12,"Output sequence length (Tout)":12,"Time granularity":"5 minutes","Normalization":"Z-Score","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### ASTGCN MAE: 3.09. Result ID: 699133043a6c314849066ba2. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Horizon":"step 3 (15 mins)","Input sequence length (Tin)":12,"Output sequence length (Tout)":12,"Time granularity":"5 minutes","Normalization":"Z-Score","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### DCGCN MAE: 3.11. Result ID: 699133043a6c314849066baa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Horizon":"step 6 (30 mins)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### DCRNN MAE: 3.15. Result ID: 699133043a6c314849066ba6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Horizon":"step 6 (30 mins)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### AGCRN MAE: 3.23. Result ID: 699133043a6c314849066ba9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Horizon":"step 6 (30 mins)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### STGCN MAE: 3.47. Result ID: 699133043a6c314849066ba7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Horizon":"step 6 (30 mins)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### DCGCN MAE: 3.57. Result ID: 699133043a6c314849066bb0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Horizon":"step 12 (1 hour)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### DCRNN MAE: 3.6. Result ID: 699133043a6c314849066bac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Horizon":"step 12 (1 hour)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### AGCRN MAE: 3.62. Result ID: 699133043a6c314849066baf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Horizon":"step 12 (1 hour)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### ASTGCN MAE: 3.67. Result ID: 699133043a6c314849066ba8. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Horizon":"step 6 (30 mins)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### VAR MAE: 4.42. Result ID: 699133043a6c314849066b9f. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Horizon":"step 3 (15 mins)","Input sequence length (Tin)":12,"Output sequence length (Tout)":12,"Time granularity":"5 minutes","Normalization":"Z-Score","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### ASTGCN MAE: 4.43. Result ID: 699133043a6c314849066bae. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Horizon":"step 12 (1 hour)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### STGCN MAE: 4.59. Result ID: 699133043a6c314849066bad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Horizon":"step 12 (1 hour)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### VAR MAE: 5.41. Result ID: 699133043a6c314849066ba5. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Horizon":"step 6 (30 mins)","Nodes":"Full (207)"}. This record does not assert independent reproduction. ### VAR MAE: 6.52. Result ID: 699133043a6c314849066bab. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Horizon":"step 12 (1 hour)","Nodes":"Full (207)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.