Causal effect estimation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.02ADE
7
Feb 26, 2026
0.26ADE
7
Feb 26, 2026
0.43PEHE (gamma=0)
7
Feb 26, 2026
1Validity
6
May 14, 2026
1Validity
6
May 14, 2026
1Validity
6
May 14, 2026
1Validity
6
May 14, 2026
3.43ΔATE
6
Mar 17, 2026
0.209ADE
6
Feb 26, 2026
989.346ATT
5
May 22, 2026
0.229Causal Estimate
5
May 12, 2026
0.151Theta Hat Estimate
5
May 11, 2026
0.004MSE (0.1)
5
Apr 21, 2026
4.92ADE
5
Feb 26, 2026
0.14MSE
5
Feb 26, 2026
0.15MSE
5
Feb 26, 2026
0.45Coverage
5
Feb 26, 2026
1.13Empirical Wasserstein Distance (W1)
4
May 8, 2026
1.11Empirical W1 Distance
4
May 8, 2026
1.03Empirical Wasserstein Distance (W1)
4
May 8, 2026
1Empirical Wasserstein Distance (W1)
4
May 8, 2026
0.11MAE
4
Feb 26, 2026
4.03Estimated Causal Effect
4
Feb 26, 2026
0.086Estimate
3
May 12, 2026
0.229Estimate
3
May 12, 2026