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Benchmarks
Causal Effect Estimation on 6-node graph (n=5000, 100 trials)
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Absolute Bias
IIC
-0.00852
0.04899
0.1065
0.16401
Apr 10, 2026
Absolute Bias
RMSE
Updated 5d ago
Evaluation Results
Method
Method
Links
Absolute Bias
RMSE
IIC
Edge=W2 → Y (conf.)
2026.04
0
0.02
IIC
Edge=W3 → W2 (no conf.)
2026.04
0
0.014
OLS
Edge=W3 → W2 (no conf.)
2026.04
0
0.014
IIC
Edge=T → Y (conf.)
2026.04
0.001
0.02
2SLS
Edge=T → Y (conf.)
2026.04
0.001
0.02
OLS
Edge=Z → T (no conf.)
2026.04
0.002
0.015
IIC
Edge=Z → T (no conf.)
2026.04
0.003
0.017
2SLS
Edge=Z → T (no conf.)
2026.04
0.003
0.017
IIC
Edge=W1 → Y (conf.)
2026.04
0.003
0.019
OLS
Edge=W1 → Y (conf.)
2026.04
0.13
0.13
OLS
Edge=W2 → Y (conf.)
2026.04
0.168
0.168
OLS
Edge=T → Y (conf.)
2026.04
0.213
0.213
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