# Traffic Flow Forecasting on PeMS07 15min horizon Source: [Traffic Flow Forecasting on PeMS07 15min horizon]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:59.258Z Evaluation of models performing traffic flow forecasting using the PeMS07 dataset, specifically focusing on the 15-minute prediction horizon, assessed using MAE, RMSE, 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 Flow Forecasting | | Dataset (including any stated split) | PeMS07 15min 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 | 20.91 | Not recorded | 68fa6d381e209131cea38849 | | DASTNet w/o PRI | 21.23 | Not recorded | 68fa6d381e209131cea38849 | | Target Only | 21.71 | Not recorded | 68fa6d381e209131cea38849 | | DASTNet w/o DA | 21.8 | Not recorded | 68fa6d381e209131cea38849 | | STGODE | 22.3 | Not recorded | 68fa6d381e209131cea38849 | | Temporal Forecaster | 23.11 | Not recorded | 68fa6d381e209131cea38849 | | SVR | 23.36 | Not recorded | 68fa6d381e209131cea38849 | | GRU | 23.77 | Not recorded | 68fa6d381e209131cea38849 | | DCRNN | 26.66 | Not recorded | 68fa6d381e209131cea38849 | | TGCN | 30.18 | Not recorded | 68fa6d381e209131cea38849 | | HA | 32.85 | Not recorded | 68fa6d381e209131cea38849 | | STGCN | 34.14 | Not recorded | 68fa6d381e209131cea38849 | | AGCRN | 35.16 | Not recorded | 68fa6d381e209131cea38849 | | GCN | 50.81 | Not recorded | 68fa6d381e209131cea38849 | ### DASTNet MAE: 20.91. Result ID: 698f99223a6c314849fa682a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DASTNet w/o PRI MAE: 21.23. Result ID: 698f99223a6c314849fa6829. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Knowledge":false}. This record does not assert independent reproduction. ### Target Only MAE: 21.71. Result ID: 698f99223a6c314849fa6827. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DASTNet w/o DA MAE: 21.8. Result ID: 698f99223a6c314849fa6828. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Domain Adaptation":false}. This record does not assert independent reproduction. ### STGODE MAE: 22.3. Result ID: 698f99223a6c314849fa6825. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Temporal Forecaster MAE: 23.11. Result ID: 698f99223a6c314849fa6826. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVR MAE: 23.36. Result ID: 698f99223a6c314849fa681e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU MAE: 23.77. Result ID: 698f99223a6c314849fa681f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCRNN MAE: 26.66. Result ID: 698f99223a6c314849fa6823. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGCN MAE: 30.18. Result ID: 698f99223a6c314849fa6821. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HA MAE: 32.85. Result ID: 698f99223a6c314849fa681d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STGCN MAE: 34.14. Result ID: 698f99223a6c314849fa6822. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AGCRN MAE: 35.16. Result ID: 698f99223a6c314849fa6824. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN MAE: 50.81. Result ID: 698f99223a6c314849fa6820. [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.