# Traffic Prediction on PeMS-BAY 15 min horizon (test) Source: [Traffic Prediction on PeMS-BAY 15 min horizon (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:16.285Z Evaluation of traffic prediction models on the test split of the PeMS-BAY dataset, specifically focusing on the 15-minute prediction horizon, assessed using metrics such as MAE, RMSE, WMAPE, and SEPA. 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 Prediction | | Dataset (including any stated split) | PeMS-BAY 15 min horizon (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. - [RMSE](): Lower is better; unit: SCALAR. - [WMAPE](): Lower is better; unit: PERCENT. - [SEPA](): Higher is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | Adaptive graph connectivity | 1.5 | Not recorded | 6948d05c423ea42265729d93 | | Adaptive graph connectivity | 1.51 | Not recorded | 6948d05c423ea42265729d93 | | Full cross-cloudlet connectivity | 1.51 | Not recorded | 6948d05c423ea42265729d93 | | No cross-cloudlet connectivity | 1.51 | Not recorded | 6948d05c423ea42265729d93 | | No cross-cloudlet connectivity | 1.52 | Not recorded | 6948d05c423ea42265729d93 | | Full cross-cloudlet connectivity | 1.53 | Not recorded | 6948d05c423ea42265729d93 | | Full cross-cloudlet connectivity | 1.53 | Not recorded | 6948d05c423ea42265729d93 | | No cross-cloudlet connectivity | 1.53 | Not recorded | 6948d05c423ea42265729d93 | | Adaptive graph connectivity | 1.54 | Not recorded | 6948d05c423ea42265729d93 | | No cross-cloudlet connectivity | 1.54 | Not recorded | 6948d05c423ea42265729d93 | | Full cross-cloudlet connectivity | 1.55 | Not recorded | 6948d05c423ea42265729d93 | | No cross-cloudlet connectivity | 1.55 | Not recorded | 6948d05c423ea42265729d93 | | Adaptive graph connectivity | 1.55 | Not recorded | 6948d05c423ea42265729d93 | | Full cross-cloudlet connectivity | 1.55 | Not recorded | 6948d05c423ea42265729d93 | | No cross-cloudlet connectivity | 1.55 | Not recorded | 6948d05c423ea42265729d93 | | Full cross-cloudlet connectivity | 1.57 | Not recorded | 6948d05c423ea42265729d93 | | Adaptive graph connectivity | 1.58 | Not recorded | 6948d05c423ea42265729d93 | | Adaptive graph connectivity | 1.7 | Not recorded | 6948d05c423ea42265729d93 | ### Adaptive graph connectivity MAE: 1.5. Result ID: 69994fde5698665ec4ba53cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Server-free FL","Timewindow":"140"}. This record does not assert independent reproduction. ### Adaptive graph connectivity MAE: 1.51. Result ID: 69994fde5698665ec4ba53c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Traditional FL","Timewindow":"140"}. This record does not assert independent reproduction. ### Full cross-cloudlet connectivity MAE: 1.51. Result ID: 69994fde5698665ec4ba53cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Server-free FL","Timewindow":"140"}. This record does not assert independent reproduction. ### No cross-cloudlet connectivity MAE: 1.51. Result ID: 69994fde5698665ec4ba53cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Server-free FL","Timewindow":"140"}. This record does not assert independent reproduction. ### No cross-cloudlet connectivity MAE: 1.52. Result ID: 69994fde5698665ec4ba53c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Traditional FL","Timewindow":"140"}. This record does not assert independent reproduction. ### Full cross-cloudlet connectivity MAE: 1.53. Result ID: 69994fde5698665ec4ba53c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Traditional FL","Timewindow":"70"}. This record does not assert independent reproduction. ### Full cross-cloudlet connectivity MAE: 1.53. Result ID: 69994fde5698665ec4ba53c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Traditional FL","Timewindow":"140"}. This record does not assert independent reproduction. ### No cross-cloudlet connectivity MAE: 1.53. Result ID: 69994fde5698665ec4ba53c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Traditional FL","Timewindow":"70"}. This record does not assert independent reproduction. ### Adaptive graph connectivity MAE: 1.54. Result ID: 69994fde5698665ec4ba53c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Traditional FL","Timewindow":"70"}. This record does not assert independent reproduction. ### No cross-cloudlet connectivity MAE: 1.54. Result ID: 69994fde5698665ec4ba53d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Gossip Learning","Timewindow":"140"}. This record does not assert independent reproduction. ### Full cross-cloudlet connectivity MAE: 1.55. Result ID: 69994fde5698665ec4ba53ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Server-free FL","Timewindow":"70"}. This record does not assert independent reproduction. ### No cross-cloudlet connectivity MAE: 1.55. Result ID: 69994fde5698665ec4ba53cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Server-free FL","Timewindow":"70"}. This record does not assert independent reproduction. ### Adaptive graph connectivity MAE: 1.55. Result ID: 69994fde5698665ec4ba53ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Server-free FL","Timewindow":"70"}. This record does not assert independent reproduction. ### Full cross-cloudlet connectivity MAE: 1.55. Result ID: 69994fde5698665ec4ba53d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Gossip Learning","Timewindow":"140"}. This record does not assert independent reproduction. ### No cross-cloudlet connectivity MAE: 1.55. Result ID: 69994fde5698665ec4ba53d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Gossip Learning","Timewindow":"70"}. This record does not assert independent reproduction. ### Full cross-cloudlet connectivity MAE: 1.57. Result ID: 69994fde5698665ec4ba53d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Gossip Learning","Timewindow":"70"}. This record does not assert independent reproduction. ### Adaptive graph connectivity MAE: 1.58. Result ID: 69994fde5698665ec4ba53d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Gossip Learning","Timewindow":"140"}. This record does not assert independent reproduction. ### Adaptive graph connectivity MAE: 1.7. Result ID: 69994fde5698665ec4ba53d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"Gossip Learning","Timewindow":"70"}. This record does not assert independent reproduction. Page 1 of 1. 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