wikiCS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | WikiCS | Accuracy84.61 | 329 | |
| Node Classification | WikiCS | Accuracy (WikiCS)87.4 | 101 | |
| Node Classification | WikiCS | Accuracy85.52 | 86 | |
| Graph Class-Incremental Learning | WikiCS | AA0.9336 | 45 | |
| Node classification | WikiCS | F1 Score72.78 | 40 | |
| Node Classification | WikiCS (test) | Average Accuracy80.7 | 35 | |
| Node Classification | WikiCS | Accuracy85.35 | 27 | |
| Link prediction | WikiCS | AUC95.56 | 25 | |
| Node Classification | WikiCS OOD (test) | F1 Score56.99 | 20 | |
| Node Classification | WikiCS | F1 Score83.36 | 19 | |
| Node Classification | WikiCS | Accuracy85.5 | 19 | |
| Link prediction | WikiCS | Accuracy92.27 | 18 | |
| Link Prediction | WikiCS (test) | F1 Score92.27 | 18 | |
| Node Classification | WikiCS (evaluation nodes) | Accuracy0.7826 | 18 | |
| Node Classification | WikiCS inductive (test) | Accuracy37.81 | 15 | |
| Node Classification | WikiCS | Macro F183.85 | 14 | |
| Node Classification | WikiCS | ID Accuracy86.66 | 14 | |
| Node classification | WikiCS 10-shot | Accuracy78.8 | 13 | |
| Node classification | WikiCS 5-shot | Accuracy78.33 | 13 | |
| Node classification | WikiCS 3-shot | Accuracy74.8 | 13 | |
| Node Classification | WikiCS | Accuracy72.66 | 13 | |
| Community Detection | Wikics | Topsis Score0.9819 | 13 | |
| OOD detection | WikiCS | FPR@958.32 | 13 | |
| Node Clustering | WikiCS | C Score51.97 | 12 | |
| Link Prediction | WIKICS | Accuracy (%)91.75 | 11 |
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