Simulation
Benchmarks
TaskDatasetSOTA resultTrendResults
Simulation 4 C-DAGs with latent variables only within clusters
94.9Structural Precision (Adj.)
3
Simulation C-ADMGs 3
0.36Adj. Precision
3
Simulation (test)
10Theta (eps=0.1)
3
Simulation Figure 2b (test)
0.78Theta (eps=0.1)
3
Simulation Linear Function
463.487Negative Log Predictive Likelihood
2
Simulation Phase Function
176.921NLPL
2
Simulation Logistic Function
204.759Negative Log Predictive Likelihood
2
Simulation Polynomial Function
370.789NLPL
2
Simulation
73.5Success Rate
2
Simulation
19.7Success Rate
2
Simulation
14.7Success Rate
2
Simulation
100Success Rate
2
Simulation 3 (T=1000)
96TPR
2
Simulation 3 (T=500)
86TPR
2
Simulation 3 (T=250)
72TPR
2
Simulation
18.8RMSE (°)
2
Simulation
2.3RMSE (cm)
2
Simulation Hidden confounding MultiU (test)
3.296ATE Bias Mean
2
Simulation
90Success Rate
2
Simulation
80Success Rate
2
Simulation
97Success Rate
2
Simulation
47Success Rate
2
Simulation
90Success Rate
2
Simulation (S1-S7)
100S1 Score
2
Simulation
0.8GSR
2