| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node classification | Minesweeper (test) | AUROC97.82 | 134 | |
| Node Classification | Minesweeper | Accuracy99.03 | 113 | |
| Node Classification | Minesweeper | ROC AUC98.24 | 94 | |
| Node Classification | Minesweeper non-overlapping subgraph partitioning | AUC86.79 | 45 | |
| Node Classification | Minesweeper overlapping subgraph partitioning | AUC76.64 | 39 | |
| Node Classification | Minesweeper | AUC97.5 | 35 | |
| Node Classification | Minesweeper v1 (test) | ROC AUC0.9478 | 28 | |
| Node Classification | Minesweeper 20 Clients non-overlapping subgraph partitioning | AUC82.6 | 13 | |
| Agentic Reasoning | MineSweeper (test) | Success Rate48.2 | 12 | |
| Node Classification | Minesweeper heterophilic graphs (test) | Accuracy97.92 | 9 | |
| Node Classification | Minesweeper 95% (test) | ROC-AUC88.3 | 8 | |
| Logical deduction | MineSweeper | p@152 | 8 | |
| Node-level classification | MINESWEEPER | MCC0.688 | 8 | |
| Heterophilous Node Classification | Minesweeper (test) | ROC AUC96.31 | 7 | |
| Node Classification | Minesweeper heterophilic (test) | AUC97.39 | 5 | |
| Node Classification | Minesweeper overlapping subgraph partitioning 50 Clients | AUC72.4 | 2 |