Causal Representation Learning on Synthetic Numerical Experiments
0.99R^2 Stage 1two-stage method
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| two-stage methodn=10, k=1, m=3, rho=50%, delta=0, theta=02026.04 | 0.99 | 0.5 | 0.96 | — | |
| two-stage methodn=10, k=1, m=10, rho=50%, delta=2, theta=02026.04 | 0.96 | 0.59 | 0.61 | — | |
| two-stage methodn=10, k=1, m=10, rho=50%, delta=3, theta=02026.04 | 0.96 | 0.58 | 0.49 | — | |
| two-stage methodn=10, k=1, m=10, rho=75%, delta=0, theta=02026.04 | 0.95 | 0.57 | 0.93 | — | |
| two-stage methodn=10, k=1, m=10, rho=50%, delta=1, theta=02026.04 | 0.95 | 0.59 | 0.88 | — | |
| two-stage methodn=10, k=1, m=10, rho=50%, delta=0, theta=02026.04 | 0.94 | 0.56 | 0.97 | — | |
| two-stage methodn=40, k=1, m=10, rho=50%, delta=0, theta=02026.04 | 0.94 | 0.37 | 0.94 | — | |
| two-stage methodn=10, k=0, m=10, rho=50%, delta=0, theta=02026.04 | 0.94 | 0.51 | 0.97 | — | |
| two-stage methodn=5, k=1, m=10, rho=50%, delta=0, theta=02026.04 | 0.93 | 0.75 | 0.96 | — | |
| two-stage methodn=20, k=1, m=10, rho=50%, delta=0, theta=02026.04 | 0.93 | 0.46 | 0.92 | — | |
| two-stage methodn=10, k=2, m=10, rho=50%, delta=0, theta=02026.04 | 0.93 | 0.58 | 0.95 | — | |
| two-stage methodn=10, k=1, m=10, rho=50%, delta=0, theta=152026.04 | 0.93 | 0.58 | 0.83 | — | |
| two-stage methodn=10, k=1, m=10, rho=50%, delta=0, theta=302026.04 | 0.93 | 0.57 | 0.6 | — | |
| two-stage methodn=10, k=1, m=10, rho=50%, delta=0, theta=452026.04 | 0.93 | 0.57 | 0.62 | — | |
| two-stage methodn=10, k=3, m=10, rho=50%, delta=0, theta=02026.04 | 0.92 | 0.56 | 0.91 | — | |
| two-stage methodn=10, k=1, m=20, rho=50%, delta=0, theta=02026.04 | 0.88 | 0.5 | 0.93 | — | |
| two-stage methodn=10, k=1, m=10, rho=1 var, delta=0, theta=02026.04 | 0.75 | 0.46 | 0.45 | — | |
| VaDEn=5, k=1, m=10, rho=50%, delta=0, theta=02026.04 | — | — | — | 0.45 | |
| VaDEn=10, k=1, m=10, rho=50%, delta=0, theta=02026.04 | — | — | — | 0.32 | |
| VaDEn=20, k=1, m=10, rho=50%, delta=0, theta=02026.04 | — | — | — | 0.23 | |
| VaDEn=40, k=1, m=10, rho=50%, delta=0, theta=02026.04 | — | — | — | 0.25 | |
| VaDEn=10, k=0, m=10, rho=50%, delta=0, theta=02026.04 | — | — | — | 0.33 | |
| VaDEn=10, k=2, m=10, rho=50%, delta=0, theta=02026.04 | — | — | — | 0.31 | |
| VaDEn=10, k=3, m=10, rho=50%, delta=0, theta=02026.04 | — | — | — | 0.27 | |
| VaDEn=10, k=1, m=3, rho=50%, delta=0, theta=02026.04 | — | — | — | 0.33 | |
| VaDEn=10, k=1, m=20, rho=50%, delta=0, theta=02026.04 | — | — | — | 0.35 | |
| VaDEn=10, k=1, m=10, rho=1 var, delta=0, theta=02026.04 | — | — | — | 0.28 | |
| VaDEn=10, k=1, m=10, rho=75%, delta=0, theta=02026.04 | — | — | — | 0.31 | |
| VaDEn=10, k=1, m=10, rho=50%, delta=1, theta=02026.04 | — | — | — | 0.3 | |
| VaDEn=10, k=1, m=10, rho=50%, delta=2, theta=02026.04 | — | — | — | 0.27 | |
| VaDEn=10, k=1, m=10, rho=50%, delta=3, theta=02026.04 | — | — | — | 0.28 | |
| VaDEn=10, k=1, m=10, rho=50%, delta=0, theta=152026.04 | — | — | — | 0.32 | |
| VaDEn=10, k=1, m=10, rho=50%, delta=0, theta=302026.04 | — | — | — | 0.31 | |
| VaDEn=10, k=1, m=10, rho=50%, delta=0, theta=452026.04 | — | — | — | 0.32 |