Tolokers
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node classification | Tolokers (test) | AUROC86.23 | 128 | |
| Node Classification | tolokers | ROC AUC86.21 | 93 | |
| Node Classification | Tolokers (non-overlapping subgraph partitioning) | AUC (%)76.49 | 45 | |
| Node Classification | Tolokers overlapping subgraph partitioning | AUC74.54 | 39 | |
| Node Classification | Tolokers v1 (test) | AUC85.91 | 26 | |
| Binary Classification | tolokers 2 (RL (Random Low)) | AP61.58 | 21 | |
| Node Classification | Tolokers original (standard) | ROC AUC82.88 | 20 | |
| Graph Anomaly Detection | Tolokers | AUPRC40.5 | 19 | |
| Anomaly Detection | Tolokers | AUROC59.53 | 16 | |
| Graph Anomaly Detection | Tolokers | AUC59.36 | 14 | |
| 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 | |
| Graph Anomaly Detection | Tolokers (test) | AUPRC27.37 | 12 | |
| Edge-level Anomaly Detection | Tolokers | AUROC0.7698 | 12 | |
| Node-level Anomaly Detection | Tolokers | AUROC80.62 | 12 | |
| Graph Anomaly Detection | Tolokers | AP24.59 | 11 | |
| Node Classification | Tolokers heterophilic (test) | AUC0.8577 | 11 | |
| 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 Classification | Tolokers 95% (test) | ROC-AUC76.89 | 8 | |
| Node-level classification | TOLOKERS | MCC0.427 | 8 | |
| SpMM with GCN operator | Tolokers 2 | Latency Speedup (Forward)2.59 | 6 | |
| Graph Transformer Efficiency Benchmarking | tolokers 2 | Latency Speedup (Forward Pass)9.78 | 6 |
Showing 25 of 36 rows