# Traffic Forecasting on METR-LA 120 minutes (test) Source: [Traffic Forecasting on METR-LA 120 minutes (test)]() Collection index: [llms.txt]() Data updated: 2026-06-12T06:59:53.165Z Evaluation of traffic forecasting models on the 120-minute configuration of the METR-LA dataset test split, assessed using standard metrics like RMSE, MAE, 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 | Traffic Forecasting | | Dataset (including any stated split) | METR-LA 120 minutes (test) | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [RMSE](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. - [MAPE](): Lower is better; unit: PERCENT. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | STAEformer | 14.63 | Not recorded | 68fa7c0e1e209131cea8c274 | | AGCRN | 14.77 | Not recorded | 68fa7c0e1e209131cea8c274 | | VAR | 14.83 | Not recorded | 68fa7c0e1e209131cea8c274 | | Mixed Graph Algorithm Unrolling | 15.19 | Not recorded | 68fa7c0e1e209131cea8c274 | | SimpleTM | 15.44 | Not recorded | 68fa7c0e1e209131cea8c274 | | STID | 15.48 | Not recorded | 68fa7c0e1e209131cea8c274 | | GMAN | 15.53 | Not recorded | 68fa7c0e1e209131cea8c274 | | STSGCN | 15.74 | Not recorded | 68fa7c0e1e209131cea8c274 | | STGCN | 16.92 | Not recorded | 68fa7c0e1e209131cea8c274 | | PDFormer | 17.27 | Not recorded | 68fa7c0e1e209131cea8c274 | | PatchSTG | 17.39 | Not recorded | 68fa7c0e1e209131cea8c274 | | GraphWaveNet | 23.13 | Not recorded | 68fa7c0e1e209131cea8c274 | | ST-Wave | 23.18 | Not recorded | 68fa7c0e1e209131cea8c274 | ### STAEformer RMSE: 14.63. Result ID: 6a2bae62fbc373592c2980b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"1,404K"}. This record does not assert independent reproduction. ### AGCRN RMSE: 14.77. Result ID: 6a2bae62fbc373592c2980ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"749K"}. This record does not assert independent reproduction. ### VAR RMSE: 14.83. Result ID: 6a2bae62fbc373592c2980b1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mixed Graph Algorithm Unrolling RMSE: 15.19. Result ID: 6a2bae62fbc373592c2980bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"38K"}. This record does not assert independent reproduction. ### SimpleTM RMSE: 15.44. Result ID: 6a2bae62fbc373592c2980bc. [Reporting paper]() Recorded evaluation configuration: {"Number of Parameters":"540K"}. This record does not assert independent reproduction. ### STID RMSE: 15.48. Result ID: 6a2bae62fbc373592c2980bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"123K"}. This record does not assert independent reproduction. ### GMAN RMSE: 15.53. Result ID: 6a2bae62fbc373592c2980b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"210K"}. This record does not assert independent reproduction. ### STSGCN RMSE: 15.74. Result ID: 6a2bae62fbc373592c2980b3. [Reporting paper]() Recorded evaluation configuration: {"Number of Parameters":"3,496K"}. This record does not assert independent reproduction. ### STGCN RMSE: 16.92. Result ID: 6a2bae62fbc373592c2980b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of Parameters":"321K","prediction\_mode":"recursive"}. This record does not assert independent reproduction. ### PDFormer RMSE: 17.27. Result ID: 6a2bae62fbc373592c2980b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"531K"}. This record does not assert independent reproduction. ### PatchSTG RMSE: 17.39. Result ID: 6a2bae62fbc373592c2980b8. [Reporting paper]() Recorded evaluation configuration: {"Number of Parameters":"2,283K","variant":"ablated"}. This record does not assert independent reproduction. ### GraphWaveNet RMSE: 23.13. Result ID: 6a2bae62fbc373592c2980b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Number of Parameters":"277K"}. This record does not assert independent reproduction. ### ST-Wave RMSE: 23.18. Result ID: 6a2bae62fbc373592c2980b5. [Reporting paper]() Recorded evaluation configuration: {"Number of Parameters":"883K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.