wikiCS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | WikiCS | Accuracy84.61 | 198 | |
| Node Classification | WikiCS (evaluation nodes) | Accuracy0.7826 | 18 | |
| Node Classification | WikiCS | ID Accuracy86.66 | 14 | |
| Community Detection | Wikics | Topsis Score0.9819 | 13 | |
| Node Classification | WikiCS (test) | Average Accuracy79.4 | 13 | |
| OOD detection | WikiCS | FPR@958.32 | 13 | |
| Graph Class-Incremental Learning | WikiCS | AA0.929 | 12 | |
| Node Clustering | WikiCS | C Score51.97 | 12 | |
| Node Classification | WikiCS 1-shot (test) | Accuracy45.37 | 11 | |
| Node Classification | WikiCS LLM-embedded (test) | Accuracy0.7983 | 10 | |
| Node Classification | WikiCS 3 OOD classes | ID Accuracy81.75 | 10 | |
| Node Classification | WikiCS (random 10/10/80) | Micro-F10.812 | 10 | |
| Node Classification | WikiCS imbalanced, ratio 100:1 (test) | Accuracy72.2 | 7 | |
| Transductive Node Classification | wikiCS | Accuracy81.87 | 7 | |
| Node classification | WikiCS concept_degree (test) | Accuracy79.96 | 6 | |
| Node Classification | WikiCS | Accuracy (p=0.4)77.49 | 6 | |
| Node classification | WikiCS Homophily Shift OOD-high top 15% nodes (test) | Accuracy89.88 | 6 | |
| Node classification | WikiCS Homophily Shift OOD-low (bottom 15% test nodes) | Accuracy82.39 | 6 | |
| Node classification | WikiCS Homophily Shift ID (test) | Accuracy85.77 | 6 | |
| Node classification | WikiCS Degree Shift, OOD-high top 15% nodes by degree (test) | Node Classification Accuracy (OOD High Degree)86.23 | 6 | |
| Node classification | WikiCS Degree Shift OOD-low bottom 15% nodes by degree (test) | Accuracy78.81 | 6 | |
| Node classification | WikiCS Degree Shift ID original (test) | Accuracy86.03 | 6 | |
| Node Classification | WikiCS | Accuracy (Clean)75.1 | 6 | |
| Link prediction | WikiCS | AUC95.56 | 6 | |
| Node Classification | WikiCS GLBench (supervised) | Accuracy77.72 | 5 |
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