# Travel Time Estimation on Chengdu Source: [Travel Time Estimation on Chengdu]() Collection index: [llms.txt]() Data updated: 2026-07-01T06:51:20.040Z Evaluation of models performing Travel Time Estimation using the Chengdu dataset, 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) | Chengdu | | 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 | 1.3681 | Not recorded | 68fa7c291e209131cea8cc7a | | GREEN | 1.4259 | Not recorded | 68fa7c291e209131cea8cc7a | | Path-LLM | 1.4281 | Not recorded | 68fa7c291e209131cea8cc7a | | TRACK | 1.4307 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajMamba | 1.4415 | Not recorded | 68fa7c291e209131cea8cc7a | | TrajCogn | 1.4436 | Not recorded | 68fa7c291e209131cea8cc7a | | JGRM | 1.4523 | Not recorded | 68fa7c291e209131cea8cc7a | | START | 1.4901 | Not recorded | 68fa7c291e209131cea8cc7a | | DyToast | 1.5071 | Not recorded | 68fa7c291e209131cea8cc7a | | HRNR | 1.7796 | Not recorded | 68fa7c291e209131cea8cc7a | | Toast | 1.7804 | Not recorded | 68fa7c291e209131cea8cc7a | | PIM | 1.7877 | Not recorded | 68fa7c291e209131cea8cc7a | | JCLRNT | 1.7959 | Not recorded | 68fa7c291e209131cea8cc7a | ### CORE MAE: 1.3681. Result ID: 6a44b8e773d097d845bdc541. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GREEN MAE: 1.4259. Result ID: 6a44b8e773d097d845bdc540. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Path-LLM MAE: 1.4281. Result ID: 6a44b8e773d097d845bdc53e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TRACK MAE: 1.4307. Result ID: 6a44b8e773d097d845bdc53f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajMamba MAE: 1.4415. Result ID: 6a44b8e773d097d845bdc53d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrajCogn MAE: 1.4436. Result ID: 6a44b8e773d097d845bdc53c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JGRM MAE: 1.4523. Result ID: 6a44b8e773d097d845bdc53b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### START MAE: 1.4901. Result ID: 6a44b8e773d097d845bdc53a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DyToast MAE: 1.5071. Result ID: 6a44b8e773d097d845bdc538. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HRNR MAE: 1.7796. Result ID: 6a44b8e773d097d845bdc535. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Toast MAE: 1.7804. Result ID: 6a44b8e773d097d845bdc536. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PIM MAE: 1.7877. Result ID: 6a44b8e773d097d845bdc537. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JCLRNT MAE: 1.7959. Result ID: 6a44b8e773d097d845bdc539. [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.