# Node classification on Europe Air Traffic Network (test)

Source: [Node classification on Europe Air Traffic Network (test)](<https://www.sota2.com/research/sota/node-classification-on-europe-air-traffic-network-test>)

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

Data updated: 2026-02-26T05:27:56.861Z

Evaluation of Node Classification performance on the test split of the Europe Air Traffic Network dataset, typically measured by accuracy.

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 | Node classification |
| Dataset (including any stated split) | Europe Air Traffic Network (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/node-classification-on-europe-air-traffic-network-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Struc2vec | 57.94 | Not recorded | 68fa6a291e209131cea26793 |
| WRGAT | 57.12 | Not recorded | 68fa6a291e209131cea26793 |
| GIN | 57.05 | Not recorded | 68fa6a291e209131cea26793 |
| GraphSage | 56.29 | Not recorded | 68fa6a291e209131cea26793 |
| GCN | 54.83 | Not recorded | 68fa6a291e209131cea26793 |

### Struc2vec

Accuracy: 57.94. Result ID: 698e1b39ffc3901de09ad80d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a291e209131cea26793.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65531e209131cea09b19.md>)

[Implementation](<https://github.com/leoribeiro/struc2vec>)

Recorded evaluation configuration: {"runs":20}. This record does not assert independent reproduction.

### WRGAT

Accuracy: 57.12. Result ID: 698e1b39ffc3901de09ad80e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a291e209131cea26793.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a291e209131cea26793.md>)

[Implementation](<https://github.com/susheels/gnns-and-local-assortativity>)

Recorded evaluation configuration: {"runs":20}. This record does not assert independent reproduction.

### GIN

Accuracy: 57.05. Result ID: 698e1b39ffc3901de09ad80c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a291e209131cea26793.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65651e209131cea09fba.md>)

[Implementation](<https://github.com/weihua916/powerful-gnns>)

Recorded evaluation configuration: {"runs":20}. This record does not assert independent reproduction.

### GraphSage

Accuracy: 56.29. Result ID: 698e1b39ffc3901de09ad80b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a291e209131cea26793.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c31e209131cea0664e.md>)

[Implementation](<http://snap.stanford.edu/graphsage/>)

Recorded evaluation configuration: {"runs":20}. This record does not assert independent reproduction.

### GCN

Accuracy: 54.83. Result ID: 698e1b39ffc3901de09ad80a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a291e209131cea26793.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631d1e209131ce9fce45.md>)

[Implementation](<https://github.com/tkipf/gcn>)

Recorded evaluation configuration: {"runs":20}. This record does not assert independent reproduction.

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