Causal Inference
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
1.57PEHE
72
Apr 6, 2026
91.8Accuracy
54
May 26, 2026
14.25c-MSE (Median)
34
Feb 26, 2026
-13.17Bias
24
Jun 4, 2026
0.652rPEHE (out)
23
Mar 10, 2026
-0.46Bias
21
Jun 4, 2026
57.21Success Metric
20
Jun 17, 2026
0.077MSE
20
Feb 26, 2026
0.82sqrt(PEHE)
18
Feb 26, 2026
0.83sqrt(PEHE)
18
Feb 26, 2026
0.69sqrt(PEHE)
18
Feb 26, 2026
0.73sqrt(PEHE)
18
Feb 26, 2026
0.239d_TV (Total Variation Distance)
12
Mar 13, 2026
0.99ATE
12
Feb 26, 2026
1.53Causal MSE (Median)
7
Feb 26, 2026
1.82Causal MSE (Median)
7
Feb 26, 2026
4.72Causal MSE (Median)
7
Feb 26, 2026
3.9Mean BSE
5
Apr 7, 2026
0.335Mean MSE
5
Apr 2, 2026
68Accuracy (RF, Observed)
5
Mar 23, 2026
56RF Accuracy (Observed)
5
Mar 23, 2026
14Causal Error
4
May 26, 2026
43.91Final Recovery Rate
3
Feb 26, 2026
34.069Negative Log Predictive Likelihood
2
Jun 23, 2026
463.487Negative Log Predictive Likelihood
2
Jun 23, 2026