Causal Effect Identifiability on Synthetic Causal Graphs
171IDCLASSICAL-ID
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CLASSICAL-IDn (number of nodes)=6, r (CSI probability)=0.2, Input granularity=variable & state2025.10 | 171 | 200 | 0.001 | |
| ID-CSI-HEUn (number of nodes)=6, r (CSI probability)=0.2, Input granularity=variable2025.10 | 171 | 200 | 0.001 | |
| ID-CSI-HEUn (number of nodes)=6, r (CSI probability)=0.2, Input granularity=state2025.10 | 171 | 200 | 0.001 | |
| ID-CSI-STATE-HEUn (number of nodes)=6, r (CSI probability)=0.2, Input granularity=variable2025.10 | 171 | 200 | 0.002 | |
| ID-CSI-STATE-HEUn (number of nodes)=6, r (CSI probability)=0.2, Input granularity=state2025.10 | 171 | 200 | 0.002 | |
| DOSEARCHn (number of nodes)=6, r (CSI probability)=0.2, Input granularity=variable2025.10 | 171 | 200 | 0.9 | |
| ID-CSI-STATE-HEUn (number of nodes)=10, r (CSI probability)=0.8, Input granularity=state2025.10 | 140 | 200 | 0.004 | |
| ID-CSI-STATE-HEUn (number of nodes)=8, r (CSI probability)=0.5, Input granularity=state2025.10 | 133 | 200 | 0.003 | |
| ID-CSI-HEUn (number of nodes)=8, r (CSI probability)=0.5, Input granularity=state2025.10 | 132 | 200 | 0.002 | |
| ID-CSI-HEUn (number of nodes)=10, r (CSI probability)=0.8, Input granularity=state2025.10 | 132 | 200 | 0.003 | |
| ID-CSI-STATE-HEUn (number of nodes)=10, r (CSI probability)=0.8, Input granularity=variable2025.10 | 129 | 200 | 0.007 | |
| DOSEARCHn (number of nodes)=10, r (CSI probability)=0.8, Input granularity=variable2025.10 | 124 | 190 | 40.2 | |
| ID-CSI-STATE-HEUn (number of nodes)=8, r (CSI probability)=0.5, Input granularity=variable2025.10 | 123 | 200 | 0.005 | |
| DOSEARCHn (number of nodes)=8, r (CSI probability)=0.5, Input granularity=variable2025.10 | 122 | 199 | 4.9 | |
| ID-CSI-HEUn (number of nodes)=8, r (CSI probability)=0.5, Input granularity=variable2025.10 | 121 | 200 | 0.002 | |
| CLASSICAL-IDn (number of nodes)=8, r (CSI probability)=0.5, Input granularity=variable & state2025.10 | 120 | 200 | 0.002 | |
| ID-CSI-HEUn (number of nodes)=10, r (CSI probability)=0.8, Input granularity=variable2025.10 | 119 | 200 | 0.003 | |
| CLASSICAL-IDn (number of nodes)=10, r (CSI probability)=0.8, Input granularity=variable & state2025.10 | 115 | 200 | 0.002 | |
| ID-CSI-STATE-HEUn (number of nodes)=30, r (CSI probability)=0.5, Input granularity=state2025.10 | 62 | 200 | 0.05 | |
| ID-CSI-STATE-HEUn (number of nodes)=30, r (CSI probability)=0.5, Input granularity=variable2025.10 | 51 | 200 | 0.17 | |
| ID-CSI-STATE-HEUn (number of nodes)=50, r (CSI probability)=0.8, Input granularity=state2025.10 | 41 | 200 | 0.37 | |
| ID-CSI-STATE-HEUn (number of nodes)=50, r (CSI probability)=0.5, Input granularity=variable2025.10 | 19 | 199 | 2.68 |