BA
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | BA synthetic (five-fold) | Accuracy88.8 | 15 | |
| Maximum Cut | BA 200-300 graphs (test) | MCut Value732.47 | 11 | |
| Node-level Regression Uncertainty Quantification | BA | PICP100 | 9 | |
| Graph Interpretation | BA-2MOTIFS | AUC0.9874 | 9 | |
| Uncertainty Quantification | BA Synthetic | MPE0.11 | 8 | |
| Maximum Cut | BA-[800-1200] (test) | Size2,964.2 | 7 | |
| Execution Time Analysis | BA-S | Execution Time (s)0.16 | 7 | |
| Epidemic parameter estimation | BA | RMSE (beta)0 | 5 | |
| Minimum Vertex Cover | BA (400,500) slice (test) | Avg Vertex Cover Size246.46 | 5 | |
| Minimum Vertex Cover | BA (100,200) slice (test) | Avg Vertex Cover Size83.19 | 5 | |
| Minimum Vertex Cover | BA (50,100) slice (test) | Avg Vertex Cover Size42.82 | 5 | |
| Instance-level Explanation | BA-2motifs | A1 Score50 | 4 | |
| MaxCut | BA800w | MaxCut Value721.36 | 4 | |
| MaxCut | BA800u | MaxCut Value2,298.19 | 4 | |
| MaxCut | BA200w | MaxCut Value189.85 | 4 | |
| Maximum Cut | BA (400,500) (test) | Average Cut Size2,208.11 | 4 | |
| Expansion Count Reduction | BA 10K Synthetic graph | Expansion Reduction (%)94.25 | 2 |
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