# Spatio-temporal Prediction on NYCBike1 Source: [Spatio-temporal Prediction on NYCBike1]() Collection index: [llms.txt]() Data updated: 2026-06-04T06:48:07.111Z Evaluation of model performance on the NYCBike1 dataset for Spatio-temporal Prediction, assessed using Mean Absolute Error (MAE), Mean Absolute Percentage Error (MAPE), and Weighted Distance (WD). 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 | Spatio-temporal Prediction | | Dataset (including any stated split) | NYCBike1 | | 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. - [MAPE (%)](): Lower is better; unit: PERCENT. - [WD](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | DRAN | 5.046 | Not recorded | 68fa79f91e209131cea80600 | | ST-SSL | 5.115 | Not recorded | 68fa79f91e209131cea80600 | | MegaCRN | 5.198 | Not recorded | 68fa79f91e209131cea80600 | | STDN | 5.202 | Not recorded | 68fa79f91e209131cea80600 | | RGSL | 5.253 | Not recorded | 68fa79f91e209131cea80600 | | GCGRU | 5.544 | Not recorded | 68fa79f91e209131cea80600 | | AutoTCL | 6.213 | Not recorded | 68fa79f91e209131cea80600 | | DST-Mamba | 6.252 | Not recorded | 68fa79f91e209131cea80600 | | AGCRN | 6.423 | Not recorded | 68fa79f91e209131cea80600 | | InfoTS | 6.526 | Not recorded | 68fa79f91e209131cea80600 | | TESTAM | 6.579 | Not recorded | 68fa79f91e209131cea80600 | | ASTGCN | 6.712 | Not recorded | 68fa79f91e209131cea80600 | | MemDA | 6.994 | Not recorded | 68fa79f91e209131cea80600 | | TGCN | 7.544 | Not recorded | 68fa79f91e209131cea80600 | | DCRNN | 7.673 | Not recorded | 68fa79f91e209131cea80600 | | STAEformer | 8.105 | Not recorded | 68fa79f91e209131cea80600 | | DA-RNN | 15.773 | Not recorded | 68fa79f91e209131cea80600 | | STGCN | 17.141 | Not recorded | 68fa79f91e209131cea80600 | ### DRAN MAE: 5.046. Result ID: 6a211eddfbc373592c1c0018. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ST-SSL MAE: 5.115. Result ID: 6a211eddfbc373592c1c0017. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MegaCRN MAE: 5.198. Result ID: 6a211eddfbc373592c1c0015. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STDN MAE: 5.202. Result ID: 6a211eddfbc373592c1c0014. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RGSL MAE: 5.253. Result ID: 6a211eddfbc373592c1c0016. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCGRU MAE: 5.544. Result ID: 6a211eddfbc373592c1c0011. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoTCL MAE: 6.213. Result ID: 6a211eddfbc373592c1c0009. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DST-Mamba MAE: 6.252. Result ID: 6a211eddfbc373592c1c000f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AGCRN MAE: 6.423. Result ID: 6a211eddfbc373592c1c0010. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InfoTS MAE: 6.526. Result ID: 6a211eddfbc373592c1c0008. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TESTAM MAE: 6.579. Result ID: 6a211eddfbc373592c1c000e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ASTGCN MAE: 6.712. Result ID: 6a211eddfbc373592c1c000d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MemDA MAE: 6.994. Result ID: 6a211eddfbc373592c1c000c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGCN MAE: 7.544. Result ID: 6a211eddfbc373592c1c000b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DCRNN MAE: 7.673. Result ID: 6a211eddfbc373592c1c0012. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STAEformer MAE: 8.105. Result ID: 6a211eddfbc373592c1c0013. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DA-RNN MAE: 15.773. Result ID: 6a211eddfbc373592c1c0007. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### STGCN MAE: 17.141. Result ID: 6a211eddfbc373592c1c000a. [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.