# Spatio-Temporal Prediction on NYCTaxi

Source: [Spatio-Temporal Prediction on NYCTaxi](<https://www.sota2.com/research/sota/spatio-temporal-prediction-on-nyctaxi>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-04T06:48:07.170Z

Evaluation of models performing general Spatio-Temporal Prediction on the NYCTaxi dataset, measured 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) | NYCTaxi |
| 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](<https://www.sota2.com/research/sota/spatio-temporal-prediction-on-nyctaxi.md?metric=MAE>): Lower is better; unit: SCALAR.

- [MAPE](<https://www.sota2.com/research/sota/spatio-temporal-prediction-on-nyctaxi.md?metric=MAPE>): Lower is better; unit: PERCENT.

- [Weighted Distance (WD)](<https://www.sota2.com/research/sota/spatio-temporal-prediction-on-nyctaxi.md?metric=Weighted%20Distance%20(WD)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| DRAN | 10.721 | Not recorded | 68fa79f91e209131cea80600 |
| MegaCRN | 10.973 | Not recorded | 68fa79f91e209131cea80600 |
| DCRNN | 11.005 | Not recorded | 68fa79f91e209131cea80600 |
| STAEformer | 11.043 | Not recorded | 68fa79f91e209131cea80600 |
| GCGRU | 11.215 | Not recorded | 68fa79f91e209131cea80600 |
| ST-SSL | 11.218 | Not recorded | 68fa79f91e209131cea80600 |
| STDN | 11.479 | Not recorded | 68fa79f91e209131cea80600 |
| RGSL | 11.948 | Not recorded | 68fa79f91e209131cea80600 |
| AutoTCL | 13.119 | Not recorded | 68fa79f91e209131cea80600 |
| InfoTS | 13.286 | Not recorded | 68fa79f91e209131cea80600 |
| DST-Mamba | 15.766 | Not recorded | 68fa79f91e209131cea80600 |
| ASTGCN | 16.702 | Not recorded | 68fa79f91e209131cea80600 |
| TESTAM | 16.826 | Not recorded | 68fa79f91e209131cea80600 |
| MemDA | 20.852 | Not recorded | 68fa79f91e209131cea80600 |
| AGCRN | 20.928 | Not recorded | 68fa79f91e209131cea80600 |
| TGCN | 23.227 | Not recorded | 68fa79f91e209131cea80600 |
| STGCN | 25.227 | Not recorded | 68fa79f91e209131cea80600 |
| DA-RNN | 26.682 | Not recorded | 68fa79f91e209131cea80600 |

### DRAN

MAE: 10.721. Result ID: 6a211eddfbc373592c1c003c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MegaCRN

MAE: 10.973. Result ID: 6a211eddfbc373592c1c0039.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb71e209131cea41b64.md>)

[Implementation](<https://github.com/deepkashiwa20/MegaCRN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DCRNN

MAE: 11.005. Result ID: 6a211eddfbc373592c1c0036.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64131e209131cea0293d.md>)

[Implementation](<https://github.com/liyaguang/DCRNN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### STAEformer

MAE: 11.043. Result ID: 6a211eddfbc373592c1c0037.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70c91e209131cea4d192.md>)

[Implementation](<https://github.com/XDZhelheim/STAEformer>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GCGRU

MAE: 11.215. Result ID: 6a211eddfbc373592c1c0035.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63081e209131ce9fc7fe.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ST-SSL

MAE: 11.218. Result ID: 6a211eddfbc373592c1c003b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72731e209131cea566a4.md>)

[Implementation](<https://github.com/Echo-Ji/ST-SSL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### STDN

MAE: 11.479. Result ID: 6a211eddfbc373592c1c0038.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77011e209131cea706d1.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RGSL

MAE: 11.948. Result ID: 6a211eddfbc373592c1c003a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da01e209131cea3af20.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AutoTCL

MAE: 13.119. Result ID: 6a211eddfbc373592c1c002d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72361e209131cea54f8e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### InfoTS

MAE: 13.286. Result ID: 6a211eddfbc373592c1c002c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed41e209131cea427a6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DST-Mamba

MAE: 15.766. Result ID: 6a211eddfbc373592c1c0033.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ASTGCN

MAE: 16.702. Result ID: 6a211eddfbc373592c1c0031.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TESTAM

MAE: 16.826. Result ID: 6a211eddfbc373592c1c0032.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72611e209131cea560e2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MemDA

MAE: 20.852. Result ID: 6a211eddfbc373592c1c0030.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713f1e209131cea500ee.md>)

[Implementation](<https://github.com/deepkashiwa20/Urban_Concept_Drift>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AGCRN

MAE: 20.928. Result ID: 6a211eddfbc373592c1c0034.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68891e209131cea1cc3d.md>)

[Implementation](<https://github.com/LeiBAI/AGCRN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TGCN

MAE: 23.227. Result ID: 6a211eddfbc373592c1c002f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66391e209131cea0ef44.md>)

[Implementation](<https://github.com/lehaifeng/T-GCN>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### STGCN

MAE: 25.227. Result ID: 6a211eddfbc373592c1c002e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649c1e209131cea05915.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DA-RNN

MAE: 26.682. Result ID: 6a211eddfbc373592c1c002b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79f91e209131cea80600.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63881e209131ce9ff51a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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