# Travel Time Estimation on Beijing Source: [Travel Time Estimation on Beijing]() Collection index: [llms.txt]() Data updated: 2026-07-01T06:51:19.771Z Evaluation of models performing Travel Time Estimation using the Beijing dataset, typically 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 | Travel Time Estimation | | Dataset (including any stated split) | Beijing | | Metric | MAE | | 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 - [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 | | --- | --- | --- | --- | | CORE | 3.6703 | Not recorded | 68fa7c291e209131cea8cc7a | | TRACK | 4.0375 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajMamba | 4.0791 | Not recorded | 68fa7c291e209131cea8cc7a | | Path-LLM | 4.083 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajCogn | 4.1578 | Not recorded | 68fa7c291e209131cea8cc7a | | GREEN | 4.1657 | Not recorded | 68fa7c291e209131cea8cc7a | | DyToast | 4.2883 | Not recorded | 68fa7c291e209131cea8cc7a | | JGRM | 4.4038 | Not recorded | 68fa7c291e209131cea8cc7a | | START | 5.0103 | Not recorded | 68fa7c291e209131cea8cc7a | | JCLRNT | 5.0191 | Not recorded | 68fa7c291e209131cea8cc7a | | Toast | 5.1042 | Not recorded | 68fa7c291e209131cea8cc7a | | HRNR | 5.1072 | Not recorded | 68fa7c291e209131cea8cc7a | | PIM | 5.1622 | Not recorded | 68fa7c291e209131cea8cc7a | ### CORE MAE: 3.6703. Result ID: 6a44b8e773d097d845bdc534. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TRACK MAE: 4.0375. Result ID: 6a44b8e773d097d845bdc532. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajMamba MAE: 4.0791. Result ID: 6a44b8e773d097d845bdc530. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Path-LLM MAE: 4.083. Result ID: 6a44b8e773d097d845bdc531. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajCogn MAE: 4.1578. Result ID: 6a44b8e773d097d845bdc52f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREEN MAE: 4.1657. Result ID: 6a44b8e773d097d845bdc533. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DyToast MAE: 4.2883. Result ID: 6a44b8e773d097d845bdc52b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JGRM MAE: 4.4038. Result ID: 6a44b8e773d097d845bdc52e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### START MAE: 5.0103. Result ID: 6a44b8e773d097d845bdc52d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JCLRNT MAE: 5.0191. Result ID: 6a44b8e773d097d845bdc52c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Toast MAE: 5.1042. Result ID: 6a44b8e773d097d845bdc529. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HRNR MAE: 5.1072. Result ID: 6a44b8e773d097d845bdc528. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PIM MAE: 5.1622. Result ID: 6a44b8e773d097d845bdc52a. [Reporting paper]() [Method origin paper]() 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.