Causal Graph Discovery on Asia (8 nodes, 8 edges)
88AccuracyBFS with LLMs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BFS with LLMs# of Samples=1002024.02 | 88 | 93 | 7 | 6.7 | |
| BFS with LLMs# of Samples=10002024.02 | 80 | 89 | 10 | 11 | |
| BFS with LLMs# of Samples=100002024.02 | 80 | 89 | 10 | 11 | |
| GES# of Samples=100002024.02 | 70 | 82 | 9 | 18 | |
| GES# of Samples=10002024.02 | 67 | 80 | 7 | 20 | |
| PC# of Samples=100002024.02 | 55 | 71 | 9 | 29 | |
| NOTEARS# of Samples=1002024.02 | 50 | 67 | 4 | 33 | |
| PC# of Samples=10002024.02 | 50 | 67 | 7 | 33 | |
| DAGMA# of Samples=10002024.02 | 50 | 67 | 4 | 33 | |
| DAGMA# of Samples=100002024.02 | 50 | 67 | 4 | 33 | |
| Pairwise# of Samples=100002024.02 | 47 | 64 | 17 | 36 | |
| NOTEARS# of Samples=10002024.02 | 44 | 62 | 5 | 38 | |
| NOTEARS# of Samples=100002024.02 | 44 | 62 | 5 | 38 | |
| Pairwise# of Samples=10002024.02 | 38 | 54 | 14 | 45 | |
| PC# of Samples=1002024.02 | 33 | 50 | 4 | 50 | |
| Pairwise# of Samples=1002024.02 | 33 | 50 | 20 | 50 | |
| GES# of Samples=1002024.02 | 23 | 38 | 8 | 63 | |
| DAGMA# of Samples=1002024.02 | 22 | 36 | 3 | 64 |