Causal effect estimation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.6Epsilon ATE
21
Mar 24, 2026
0.6ATE Error (Epsilon)
21
Mar 24, 2026
0.5Epsilon ATE
21
Mar 24, 2026
0.3ϵATE
21
Mar 24, 2026
100Recall
15
Jun 9, 2026
0.194MAE
15
May 26, 2026
0.143MAE
15
May 26, 2026
0.052MAE
15
May 26, 2026
0.049MAE
15
May 26, 2026
0ADE
15
May 12, 2026
0Absolute Bias
12
Apr 13, 2026
0.406|ATE| Error
11
Feb 26, 2026
53.4Mean Absolute ATE Prop Error
11
Feb 26, 2026
0ADE
10
May 12, 2026
0Top-1 % PEHE Error
10
May 8, 2026
37.5TOP1 % (PEHE sqrt)
10
May 8, 2026
96Coverage
9
May 28, 2026
0.566Mean Abs ATE Prop Error
9
Feb 26, 2026
0.2MAE
9
Feb 26, 2026
0.14MAE
9
Feb 26, 2026
100Sign Correct
8
May 12, 2026
0.246MAE
7
May 26, 2026
0.223Mean Absolute Error
7
May 26, 2026
0.071MAE
7
May 26, 2026
0.082MAE
7
May 26, 2026