DBLP
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | DBLP | Micro-F198.83 | 94 | |
| Node Classification | DBLP (test) | Macro-F194.79 | 70 | |
| Node Classification | DBLP | Accuracy94.86 | 62 | |
| Node Classification | DBLP | F1-AP86.33 | 45 | |
| Node Clustering | DBLP | NMI77.1 | 39 | |
| Node Classification | DBLP HGB (test) | Macro F195.27 | 27 | |
| Clustering | DBLP | Accuracy92.98 | 27 | |
| Node classification | DBLP | Micro-F194.6 | 24 | |
| Object classification | DBLP | Micro F194.13 | 24 | |
| Link Prediction | DBLP (test) | AUC84.2 | 22 | |
| Vertex Classification | DBLP-CA (test) | Mean Accuracy90.28 | 20 | |
| Node Classification | DBLP (80% train) | Macro F194.1 | 20 | |
| Node Classification | DBLP (20% train) | Macro F193.13 | 20 | |
| Node classification | DBLP 20% Uniform Noise (test) | Accuracy80.1 | 18 | |
| Graph Explanation | DBLP | Fidelity -99.4 | 18 | |
| Node Classification | DBLP (train val test) | Accuracy80.1 | 18 | |
| Node Clustering | DBLP (test) | NMI80.81 | 17 | |
| Community Detection | DBLP | F1 Score45.6 | 16 | |
| Node Classification | DBLP HOMO (test) | Mean Accuracy91.26 | 15 | |
| Node Classification | DBLP HET (test) | Mean Accuracy86.17 | 15 | |
| Link Prediction | DBLP 20% edges (test) | AUC90.1 | 15 | |
| Node Classification | DBLP | ID Accuracy94.52 | 14 | |
| Node Embedding Learning | DBLP | Time (s)0.2 | 14 | |
| Link Prediction | DBLP | Precision@1004.62 | 14 | |
| Node Classification | DBLP* multi-label (test) | Micro-F180.58 | 13 |
Showing 25 of 92 rows