Causal Discovery on Synthetic n=1000, |E|=2000, sample size=1000
96.6mAPCauScale
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CauScaleMechanism=Linear2026.02 | 96.6 | 230 | 100 | 96.5 | 0.8288 | |
| CauScaleMechanism=NN non-add.2026.02 | 79.7 | 835 | 98.2 | 96.6 | 0.8288 | |
| SEA-giesMechanism=Linear2026.02 | 66.3 | 2,944.8 | 98.2 | 80.2 | 218.23 | |
| CauScaleMechanism=Sigmoid2026.02 | 64.5 | 1,064.6 | 95.3 | 79 | 0.8288 | |
| SDCDMechanism=NN non-add.2026.02 | 59.6 | 2,015 | 87.9 | 76 | 65.386 | |
| SDCDMechanism=Linear2026.02 | 54.1 | 1,793.2 | 99.3 | 98.6 | 65.386 | |
| SDCDMechanism=Sigmoid2026.02 | 48.5 | 1,649.2 | 89.2 | 78.5 | 65.386 | |
| SEA-giesMechanism=Sigmoid2026.02 | 48.1 | 1,359 | 88.8 | 70.1 | 218.23 | |
| INVCOVMechanism=Linear2026.02 | 46.7 | 1,996.6 | 99.8 | — | 0.4412 | |
| INVCOVMechanism=Sigmoid2026.02 | 40.6 | 2,056.6 | 97.9 | — | 0.4412 | |
| CORRMechanism=Sigmoid2026.02 | 34.7 | 2,304.2 | 97.7 | — | 0.0455 | |
| CORRMechanism=Linear2026.02 | 34.3 | 2,376.6 | 99.5 | — | 0.0455 | |
| FCIMechanism=Linear2026.02 | 32.9 | 1,309 | 67.2 | 34.4 | 2,005.2 | |
| NOTEARSMechanism=Linear2026.02 | 30.5 | 1,388.6 | 50.6 | 30.5 | 10,896 | |
| SDCDMechanism=Polynomial2026.02 | 29.8 | 1,798.4 | 74.6 | 49.2 | 65.386 | |
| INVCOVMechanism=NN non-add.2026.02 | 28 | 2,432.2 | 92.6 | — | 0.4412 | |
| INVCOVMechanism=Polynomial2026.02 | 26.4 | 2,359 | 83.9 | — | 0.4412 | |
| CORRMechanism=Polynomial2026.02 | 25 | 2,472.6 | 83.7 | — | 0.0455 | |
| SEA-giesMechanism=Polynomial2026.02 | 20.6 | 6,814.2 | 72 | 58.9 | 218.23 | |
| NOTEARSMechanism=NN non-add.2026.02 | 20.5 | 1,677.8 | 50 | 23.2 | 10,896 | |
| CauScaleMechanism=Polynomial2026.02 | 18.9 | 3,985 | 78.1 | 59.7 | 0.8288 | |
| CORRMechanism=NN non-add.2026.02 | 16.2 | 3,031 | 93.9 | — | 0.0455 | |
| FCIMechanism=NN non-add.2026.02 | 12.7 | 1,721.2 | 58.7 | 17.4 | 2,005.2 | |
| SEA-giesMechanism=NN non-add.2026.02 | 11.9 | 3,227.4 | 73.9 | 66.2 | 218.23 | |
| NOTEARSMechanism=Sigmoid2026.02 | 11 | 1,790.4 | 50 | 10.9 | 10,896 | |
| FCIMechanism=Sigmoid2026.02 | 8.6 | 1,828.6 | 54.5 | 9 | 2,005.2 | |
| NOTEARSMechanism=Polynomial2026.02 | 7.3 | 1,893.2 | 53.6 | 7.1 | 10,896 | |
| FCIMechanism=Polynomial2026.02 | 1.5 | 2,008.8 | 50.7 | 1.4 | 2,005.2 | |
| AVICIMechanism=NN non-add.2026.02 | 0.9 | 1,980.2 | 56.8 | 54.6 | 3.3407 | |
| AVICIMechanism=Linear2026.02 | 0.2 | 1,985.8 | 47.5 | 46.2 | 3.3407 | |
| AVICIMechanism=Sigmoid2026.02 | 0.2 | 2,006.8 | 39.6 | 41.9 | 3.3407 | |
| AVICIMechanism=Polynomial2026.02 | 0.1 | 2,037 | 37 | 40.3 | 3.3407 |