# Traffic Flow Forecasting on PeMS04 (60min horizon) Source: [Traffic Flow Forecasting on PeMS04 (60min horizon)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:59.242Z Evaluation of models performing traffic flow forecasting using the PeMS04 dataset, specifically focusing on the 60-minute prediction horizon. 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 Flow Forecasting | | Dataset (including any stated split) | PeMS04 60min horizon | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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. - [RMSE](): Lower is better; unit: SCALAR. - [MAPE](): Lower is better; unit: PERCENT. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | DASTNet | 22.82 | Not recorded | 68fa6d381e209131cea38849 | | DASTNet w/o PRI | 22.96 | Not recorded | 68fa6d381e209131cea38849 | | DASTNet w/o DA | 23.84 | Not recorded | 68fa6d381e209131cea38849 | | Target Only | 24.59 | Not recorded | 68fa6d381e209131cea38849 | | Temporal Forecaster | 25.88 | Not recorded | 68fa6d381e209131cea38849 | | GRU | 26.25 | Not recorded | 68fa6d381e209131cea38849 | | TGCN | 27.16 | Not recorded | 68fa6d381e209131cea38849 | | STGODE | 27.24 | Not recorded | 68fa6d381e209131cea38849 | | SVR | 29.24 | Not recorded | 68fa6d381e209131cea38849 | | AGCRN | 30.06 | Not recorded | 68fa6d381e209131cea38849 | | DCRNN | 33.79 | Not recorded | 68fa6d381e209131cea38849 | | STGCN | 35.55 | Not recorded | 68fa6d381e209131cea38849 | | HA | 38.52 | Not recorded | 68fa6d381e209131cea38849 | | GCN | 51.63 | Not recorded | 68fa6d381e209131cea38849 | ### DASTNet MAE: 22.82. Result ID: 698f99223a6c314849fa681c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DASTNet w/o PRI MAE: 22.96. Result ID: 698f99223a6c314849fa681b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Knowledge":false}. This record does not assert independent reproduction. ### DASTNet w/o DA MAE: 23.84. Result ID: 698f99223a6c314849fa681a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Domain Adaptation":false}. This record does not assert independent reproduction. ### Target Only MAE: 24.59. Result ID: 698f99223a6c314849fa6819. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Temporal Forecaster MAE: 25.88. Result ID: 698f99223a6c314849fa6818. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU MAE: 26.25. Result ID: 698f99223a6c314849fa6811. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGCN MAE: 27.16. Result ID: 698f99223a6c314849fa6813. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STGODE MAE: 27.24. Result ID: 698f99223a6c314849fa6817. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVR MAE: 29.24. Result ID: 698f99223a6c314849fa6810. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AGCRN MAE: 30.06. Result ID: 698f99223a6c314849fa6816. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCRNN MAE: 33.79. Result ID: 698f99223a6c314849fa6815. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STGCN MAE: 35.55. Result ID: 698f99223a6c314849fa6814. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HA MAE: 38.52. Result ID: 698f99223a6c314849fa680f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN MAE: 51.63. Result ID: 698f99223a6c314849fa6812. [Reporting paper]() [Method origin paper]() [Implementation]() 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.