# Road Traffic Inference on Singapore

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

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

Data updated: 2026-02-26T05:49:04.599Z

Evaluation of Road Traffic Inference performance on the Singapore dataset, measured 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 | Road Traffic Inference |
| Dataset (including any stated split) | Singapore |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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-singapore.md?metric=MAE>): Lower is better; unit: SCALAR.

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

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

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Garner | 2.8 | Not recorded | 68fa738d1e209131cea5d2b1 |
| MVGRL | 3.04 | Not recorded | 68fa738d1e209131cea5d2b1 |
| CCA-SSG | 3.31 | Not recorded | 68fa738d1e209131cea5d2b1 |
| GGD | 3.37 | Not recorded | 68fa738d1e209131cea5d2b1 |
| SARN | 3.4 | Not recorded | 68fa738d1e209131cea5d2b1 |
| Deepwalk | 3.43 | Not recorded | 68fa738d1e209131cea5d2b1 |
| SRN2Vec | 3.44 | Not recorded | 68fa738d1e209131cea5d2b1 |
| RFN | 3.54 | Not recorded | 68fa738d1e209131cea5d2b1 |

### Garner

MAE: 2.8. Result ID: 6992f0763a6c314849128162.

[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: 3.04. Result ID: 6992f0763a6c31484912815c.

[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: 3.31. Result ID: 6992f0763a6c31484912815d.

[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.

### GGD

MAE: 3.37. Result ID: 6992f0763a6c31484912815e.

[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.

### SARN

MAE: 3.4. Result ID: 6992f0763a6c314849128161.

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

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

### Deepwalk

MAE: 3.43. Result ID: 6992f0763a6c31484912815b.

[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.

### SRN2Vec

MAE: 3.44. Result ID: 6992f0763a6c314849128160.

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

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

### RFN

MAE: 3.54. Result ID: 6992f0763a6c31484912815f.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa680a1e209131cea19b79.md>)

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.