# Traffic Flow Forecasting on PeMS07 30min horizon Source: [Traffic Flow Forecasting on PeMS07 30min horizon]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:59.274Z Evaluation of models performing traffic flow forecasting using the PeMS07 dataset, specifically focusing on the 30-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 30min 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 | 22.96 | Not recorded | 68fa6d381e209131cea38849 | | DASTNet w/o PRI | 23.85 | Not recorded | 68fa6d381e209131cea38849 | | DASTNet w/o DA | 24.52 | Not recorded | 68fa6d381e209131cea38849 | | Target Only | 24.61 | Not recorded | 68fa6d381e209131cea38849 | | Temporal Forecaster | 24.7 | Not recorded | 68fa6d381e209131cea38849 | | GRU | 25.31 | Not recorded | 68fa6d381e209131cea38849 | | STGODE | 26.02 | Not recorded | 68fa6d381e209131cea38849 | | SVR | 27.33 | Not recorded | 68fa6d381e209131cea38849 | | TGCN | 30.84 | Not recorded | 68fa6d381e209131cea38849 | | DCRNN | 31.06 | Not recorded | 68fa6d381e209131cea38849 | | AGCRN | 35.1 | Not recorded | 68fa6d381e209131cea38849 | | HA | 37.09 | Not recorded | 68fa6d381e209131cea38849 | | STGCN | 39.5 | Not recorded | 68fa6d381e209131cea38849 | | GCN | 51.94 | Not recorded | 68fa6d381e209131cea38849 | ### DASTNet MAE: 22.96. Result ID: 698f99223a6c314849fa6838. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DASTNet w/o PRI MAE: 23.85. Result ID: 698f99223a6c314849fa6837. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prior Knowledge":false}. This record does not assert independent reproduction. ### DASTNet w/o DA MAE: 24.52. Result ID: 698f99223a6c314849fa6836. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Domain Adaptation":false}. This record does not assert independent reproduction. ### Target Only MAE: 24.61. Result ID: 698f99223a6c314849fa6835. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Temporal Forecaster MAE: 24.7. Result ID: 698f99223a6c314849fa6834. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU MAE: 25.31. Result ID: 698f99223a6c314849fa682d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STGODE MAE: 26.02. Result ID: 698f99223a6c314849fa6833. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVR MAE: 27.33. Result ID: 698f99223a6c314849fa682c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGCN MAE: 30.84. Result ID: 698f99223a6c314849fa682f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCRNN MAE: 31.06. Result ID: 698f99223a6c314849fa6831. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AGCRN MAE: 35.1. Result ID: 698f99223a6c314849fa6832. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HA MAE: 37.09. Result ID: 698f99223a6c314849fa682b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STGCN MAE: 39.5. Result ID: 698f99223a6c314849fa6830. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN MAE: 51.94. Result ID: 698f99223a6c314849fa682e. [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.