# Road Traffic Inference on NYC

Source: [Road Traffic Inference on NYC](<https://www.sota2.com/research/sota/road-traffic-inference-on-nyc>)

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

Data updated: 2026-02-26T05:49:04.616Z

Evaluation of models performing road traffic inference on the NYC dataset, typically measured using error metrics such as Mean Absolute Error (MAE), Root Mean Squared Error (RMSE), and Mean Absolute Percentage Error (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 | Road Traffic Inference |
| Dataset (including any stated split) | NYC |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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/road-traffic-inference-on-nyc.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/road-traffic-inference-on-nyc.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [MAPE](<https://www.sota2.com/research/sota/road-traffic-inference-on-nyc.md?metric=MAPE>): Lower is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Garner | 3.3 | Not recorded | 68fa738d1e209131cea5d2b1 |
| MVGRL | 3.91 | Not recorded | 68fa738d1e209131cea5d2b1 |
| CCA-SSG | 4.03 | Not recorded | 68fa738d1e209131cea5d2b1 |
| Deepwalk | 4.31 | Not recorded | 68fa738d1e209131cea5d2b1 |
| SARN | 4.66 | Not recorded | 68fa738d1e209131cea5d2b1 |
| GGD | 4.8 | Not recorded | 68fa738d1e209131cea5d2b1 |

### Garner

MAE: 3.3. Result ID: 6992f0763a6c314849128168.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

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

### MVGRL

MAE: 3.91. Result ID: 6992f0763a6c314849128164.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b61e209131cea18066.md>)

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

### CCA-SSG

MAE: 4.03. Result ID: 6992f0763a6c314849128165.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b181e209131cea2c1f8.md>)

[Implementation](<https://github.com/hengruizhang98/CCA-SSG>)

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

### Deepwalk

MAE: 4.31. Result ID: 6992f0763a6c314849128163.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61691e209131ce9f4333.md>)

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

### SARN

MAE: 4.66. Result ID: 6992f0763a6c314849128167.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

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

### GGD

MAE: 4.8. Result ID: 6992f0763a6c314849128166.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738d1e209131cea5d2b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5be.md>)

[Implementation](<https://github.com/zyzisastudyreallyhardguy/Graph-Group-Discrimination>)

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

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