Causal Discovery on Synthetic (n=100, |E|=400, sample size=1000)
99.6mAPCauScale
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CauScaleMechanism=Linear2026.02 | 99.6 | 15.2 | 100 | 100 | 0.0384 | |
| SEA-giesMechanism=Linear2026.02 | 92.1 | 108.6 | 99.2 | 94.8 | 8.7759 | |
| CauScaleMechanism=NN non-add.2026.02 | 89 | 105.6 | 98.5 | 99.5 | 0.0384 | |
| CauScaleMechanism=Sigmoid2026.02 | 84.4 | 125.8 | 95 | 94.6 | 0.0384 | |
| SEA-giesMechanism=Sigmoid2026.02 | 72.7 | 192.2 | 92.2 | 85.4 | 8.7759 | |
| SDCDMechanism=NN non-add.2026.02 | 65.7 | 272.6 | 89 | 79.8 | 67.428 | |
| SDCDMechanism=Sigmoid2026.02 | 61.9 | 327.8 | 87.6 | 76.5 | 67.428 | |
| SEA-giesMechanism=NN non-add.2026.02 | 51.2 | 306.2 | 88.4 | 86.6 | 8.7759 | |
| CauScaleMechanism=Polynomial2026.02 | 50.3 | 252.2 | 79.4 | 81.7 | 0.0384 | |
| SDCDMechanism=Linear2026.02 | 42.3 | 400.2 | 89.3 | 81.6 | 67.428 | |
| SDCDMechanism=Polynomial2026.02 | 41.9 | 303.8 | 70.9 | 42.8 | 67.428 | |
| SEA-giesMechanism=Polynomial2026.02 | 36.2 | 319.2 | 74.2 | 70.8 | 8.7759 | |
| INVCOVMechanism=Linear2026.02 | 34.1 | 491.2 | 93.6 | — | 0.0275 | |
| INVCOVMechanism=Sigmoid2026.02 | 32.9 | 477.8 | 90.5 | — | 0.0275 | |
| AVICIMechanism=NN non-add.2026.02 | 32.3 | 361.2 | 81.1 | 81.5 | 0.2974 | |
| NOTEARSMechanism=Linear2026.02 | 29.4 | 300.8 | 51.8 | 27.8 | 2,170.2 | |
| CORRMechanism=Sigmoid2026.02 | 28.4 | 501.2 | 86.7 | — | 0.0008 | |
| AVICIMechanism=Linear2026.02 | 25.9 | 394 | 80.2 | 81.4 | 0.2974 | |
| INVCOVMechanism=Polynomial2026.02 | 23.7 | 504.6 | 72.7 | — | 0.0275 | |
| INVCOVMechanism=NN non-add.2026.02 | 23.6 | 530.8 | 82.5 | — | 0.0275 | |
| CORRMechanism=Polynomial2026.02 | 23.1 | 532.8 | 76.9 | — | 0.0008 | |
| AVICIMechanism=Sigmoid2026.02 | 22.7 | 371.8 | 68.4 | 63.2 | 0.2974 | |
| CORRMechanism=Linear2026.02 | 20.1 | 578 | 79.8 | — | 0.0008 | |
| NOTEARSMechanism=NN non-add.2026.02 | 17.8 | 337 | 50.4 | 19.5 | 2,170.2 | |
| FCIMechanism=Sigmoid2026.02 | 15.1 | 348.2 | 56.3 | 12.6 | 84.987 | |
| CORRMechanism=NN non-add.2026.02 | 14.7 | 605.4 | 74 | — | 0.0008 | |
| FCIMechanism=Linear2026.02 | 12.4 | 372 | 55.3 | 10.7 | 84.987 | |
| DiffANMechanism=Sigmoid2026.02 | 12.3 | 389.4 | 57.4 | 12.3 | 1,973.4 | |
| DiffANMechanism=Polynomial2026.02 | 11.6 | 378.9 | 50.3 | 11.1 | 1,973.4 | |
| NOTEARSMechanism=Sigmoid2026.02 | 11.3 | 366 | 49.1 | 8.3 | 2,170.2 | |
| FCIMechanism=NN non-add.2026.02 | 11.1 | 359.8 | 55.3 | 11 | 84.987 | |
| DiffANMechanism=Linear2026.02 | 10.6 | 475.4 | 51.3 | 8.5 | 1,973.4 | |
| FCIMechanism=Polynomial2026.02 | 9 | 368.4 | 53 | 6.1 | 84.987 | |
| NOTEARSMechanism=Polynomial2026.02 | 8.6 | 371.8 | 52.5 | 4.9 | 2,170.2 | |
| DiffANMechanism=NN non-add.2026.02 | 8.4 | 465.2 | 53.6 | 9.3 | 1,973.4 | |
| AVICIMechanism=Polynomial2026.02 | 5.6 | 384.6 | 45.9 | 36.8 | 0.2974 |