| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| SIR dynamics forecasting | Erdős-Rényi graphs (out-of-sample) | MAPE12.86 | 68 | |
| Exact 4-vertex motif counting | Erdős-Rényi graphs G(n, p) synthetic n = 2000 | Runtime (s)0.0752 | 25 | |
| Graph structure learning | 50-node Erdős-Rényi graphs p=0.5 | Skeleton Structural Hamming Distance (SHD)476.33 | 21 | |
| 3-vertex motif counting | Erdős–Rényi graphs G(n=20000, p) (synthetic) | Runtime (s)0.0703 | 20 | |
| Triangle Counting | Erdős-Rényi graphs G(n, p) synthetic (n=10000) | Time (s)0.1536 | 18 | |
| Causal Discovery | Erdős-Rényi (ER) graphs nonlinear causal models d = 100 | E-SHD295.92 | 3 | |
| Causal Discovery | Erdős-Rényi (ER) graphs nonlinear causal models d = 70 | E-SHD143.7 | 3 |