Tolokers
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | tolokers | ROC AUC85.91 | 47 | |
| Node Classification | Tolokers overlapping subgraph partitioning | AUC74.54 | 39 | |
| Node classification | Tolokers (test) | AUROC85.91 | 28 | |
| Node Classification | Tolokers v1 (test) | AUC85.91 | 26 | |
| Node Classification | Tolokers original (standard) | ROC AUC82.88 | 20 | |
| Graph Anomaly Detection | Tolokers | AUPRC40.5 | 19 | |
| Binary Classification | tolokers 2 (RL (Random Low)) | AP61.58 | 19 | |
| Node Classification | Tolokers non-overlapping subgraph partitioning (5 Clients) | AUC75.82 | 13 | |
| Edge-level Anomaly Detection | Tolokers | F1-macro66.2 | 13 | |
| Node-level Anomaly Detection | Tolokers | F1 Macro68.15 | 13 | |
| Edge-level Anomaly Detection | Tolokers | AUROC0.7698 | 12 | |
| Node-level Anomaly Detection | Tolokers | AUROC80.62 | 12 | |
| Graph Anomaly Detection | Tolokers 40% supervision (train) | F1 Macro68.84 | 10 | |
| Graph Anomaly Detection | Tolokers 1% supervision (train) | F1-macro62.14 | 10 | |
| Node Classification | Tolokers heterophilic graphs (test) | Accuracy85.91 | 9 | |
| Node-level classification | TOLOKERS | MCC0.427 | 8 | |
| Anomaly Detection | Tolokers | AUROC59.53 | 4 | |
| Node Classification | Tolokers heterophilic (test) | AUC0.8577 | 4 | |
| Edge-to-Node Transfer | Tolokers | F1-macro65.57 | 4 | |
| Node-to-Edge Transfer | Tolokers | F1-macro65.46 | 4 | |
| Edge-to-Node Zero-shot Anomaly Detection | Tolokers | AUPRC46.36 | 4 | |
| Node-to-Edge Zero-shot Anomaly Detection | Tolokers | AUPRC (Zero-shot)0.5426 | 4 | |
| Graph Anomaly Detection | Tolokers E → N v1 | AUROC0.7849 | 4 | |
| Graph Anomaly Detection | Tolokers N → E v1 | AUROC74.04 | 4 | |
| Edge Anomaly Detection | Tolokers | AUPRC56.89 | 3 |
Showing 25 of 26 rows