# Link Prediction on Airport (test) Source: [Link Prediction on Airport (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:54.059Z Evaluation of Link Prediction performance on the test split of the Airport dataset, typically measured using AUROC. 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 | Link Prediction | | Dataset (including any stated split) | Airport (test) | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | RResNet Horo | 95.2 | Not recorded | 68fa70eb1e209131cea4dfeb | | Hyp | 94.5 | Not recorded | 68fa70eb1e209131cea4dfeb | | Hyp-Mixed | 93.3 | Not recorded | 68fa70eb1e209131cea4dfeb | | Euc | 92 | Not recorded | 68fa70eb1e209131cea4dfeb | | Euc-Mixed | 91.5 | Not recorded | 68fa70eb1e209131cea4dfeb | | HNN | 90.8 | Not recorded | 68fa70eb1e209131cea4dfeb | | MLP | 89.8 | Not recorded | 68fa70eb1e209131cea4dfeb | | NHGCN | 0.972 | Not recorded | 68fa6b5e1e209131cea2dc02 | | HYBONET | 0.97 | Not recorded | 68fa6b5e1e209131cea2dc02 | | HGCN | 0.964 | Not recorded | 68fa6b5e1e209131cea2dc02 | | H2H-GCN | 0.964 | Not recorded | 68fa6b5e1e209131cea2dc02 | | GAT | 0.905 | Not recorded | 68fa6b5e1e209131cea2dc02 | | SAGE | 0.904 | Not recorded | 68fa6b5e1e209131cea2dc02 | | SGC | 0.898 | Not recorded | 68fa6b5e1e209131cea2dc02 | | GCN | 0.893 | Not recorded | 68fa6b5e1e209131cea2dc02 | ### RResNet Horo AUROC: 95.2. Result ID: 699162293a6c31484907c54b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Deep"}. This record does not assert independent reproduction. ### Hyp AUROC: 94.5. Result ID: 699162293a6c31484907c546. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Shallow"}. This record does not assert independent reproduction. ### Hyp-Mixed AUROC: 93.3. Result ID: 699162293a6c31484907c548. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Shallow"}. This record does not assert independent reproduction. ### Euc AUROC: 92. Result ID: 699162293a6c31484907c545. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Shallow"}. This record does not assert independent reproduction. ### Euc-Mixed AUROC: 91.5. Result ID: 699162293a6c31484907c547. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Shallow"}. This record does not assert independent reproduction. ### HNN AUROC: 90.8. Result ID: 699162293a6c31484907c54a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Type":"Deep"}. This record does not assert independent reproduction. ### MLP AUROC: 89.8. Result ID: 699162293a6c31484907c549. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Type":"Deep"}. This record does not assert independent reproduction. ### NHGCN AUROC: 0.972. Result ID: 698e80dfffc3901de09e26cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HYBONET AUROC: 0.97. Result ID: 698e80dfffc3901de09e26cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HGCN AUROC: 0.964. Result ID: 698e80dfffc3901de09e26ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### H2H-GCN AUROC: 0.964. Result ID: 698e80dfffc3901de09e26cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT AUROC: 0.905. Result ID: 698e80dfffc3901de09e26c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAGE AUROC: 0.904. Result ID: 698e80dfffc3901de09e26c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SGC AUROC: 0.898. Result ID: 698e80dfffc3901de09e26c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN AUROC: 0.893. Result ID: 698e80dfffc3901de09e26c6. [Reporting paper]() [Method origin paper]() [Implementation]() 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.