Scale-free
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Binary graph structure recovery | Scale-free BA binary (test) | KS Test Score96.15 | 8 | |
| Causal Discovery | Scale-free Avg Deg 20 | Adjacency Precision100 | 6 | |
| Graph reconstruction | Scale-free BA (test) | GMSE0.0594 | 6 | |
| Causal Structure Learning | Scale-Free Average Degree 20 | ABIC191.62 | 5 | |
| Causal Structure Learning | Scale-Free Average Degree 18 | ABIC157.95 | 5 | |
| Causal Structure Learning | Scale-Free Average Degree 16 | ABIC115 | 5 | |
| Causal Structure Learning | Scale-Free Average Degree 14 | ABIC Score133.53 | 5 | |
| Causal Structure Learning | Scale-Free Average Degree 12 | ABIC112.36 | 5 | |
| Causal Structure Learning | Scale-Free Average Degree 10 | ABIC97.9 | 5 | |
| Causal Structure Learning | Scale-Free Average Degree 8 | ABIC76.04 | 5 | |
| Causal Structure Learning | Scale-Free Average Degree 6 | ABIC68.88 | 5 | |
| Causal Structure Learning | Scale-Free Average Degree 4 | ABIC38.39 | 5 | |
| Causal Structure Learning | Scale-Free Average Degree 2 | ABIC0.54 | 5 | |
| Causal Structure Learning | Scale-Free Average Degree 20 (20 Repetitions) | ABIC- | 0 | |
| Causal Structure Learning | Scale-Free Average Degree 18 (20 Repetitions) | ABIC- | 0 | |
| Causal Structure Learning | Scale-Free Average Degree 16 (20 Repetitions) | ABIC- | 0 | |
| Causal Structure Learning | Scale-Free Average Degree 14 (20 Repetitions) | ABIC- | 0 | |
| Causal Structure Learning | Scale-Free Average Degree 12 (20 Repetitions) | ABIC- | 0 | |
| Causal Structure Learning | Scale-Free Average Degree 10 (20 Repetitions) | ABIC- | 0 | |
| Causal Structure Learning | Scale-Free Average Degree 8 (20 Repetitions) | ABIC- | 0 | |
| Causal Structure Learning | Scale-Free Average Degree 6 (20 Repetitions) | ABIC- | 0 | |
| Causal Structure Learning | Scale-Free 20 Repetitions Average Degree 4 | ABIC- | 0 | |
| Causal Structure Learning | Scale-Free Average Degree 2 (20 Repetitions) | ABIC- | 0 |
Showing 23 of 23 rows