Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

CATE estimation research benchmarks · SOTA2 Research

CATE estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

IHDP connected regime

1.57PEHE

72

Apr 6, 2026

IHDP 100 train test splits (out-sample)

CFR-ISW (WM; α = 1.0)

1.71ERout

53

Mar 13, 2026

IHDP (Out-sample)

0.45PEHE

22

Apr 16, 2026

IHDP (In-sample)

0.41PEHE

22

Apr 16, 2026

ACIC 2016 (Out-sample)

0.82PEHE

22

Apr 16, 2026

IHDP Setup D (out-of-sample)

0.2Normalized RMSE

17

Feb 26, 2026

IHDP Setup D (in-sample)

0.2Normalized RMSE

17

Feb 26, 2026

IHDP Setup C (out-of-sample)

0.29Normalized RMSE

17

Feb 26, 2026

IHDP Setup C (in-sample)

0.268NRMSE

17

Feb 26, 2026

Claims dataset (test)

0.48Rate @ 0.999

15

Feb 26, 2026

ACIC 2016 (In-sample)

2.252PEHE

13

Apr 16, 2026

IHDP semi-synthetic benchmark CEVAE preprocessing (replications 1-5)

Bayesian X-Learner

0.562sqrt(PEHE)

12

May 1, 2026

IBM (out-of-sample)

0.04Root PEHE

9

Apr 16, 2026

IBM (in-sample)

0.04Root PEHE

9

Apr 16, 2026

ACIC 18 (out-of-sample)

0.07Root PEHE

9

Apr 16, 2026

ACIC18 (in-sample)

0.05Root PEHE

9

Apr 16, 2026

0.516PEHE

9

Feb 26, 2026

0.422PEHE

9

Feb 26, 2026

ACIC 24 datasets 2018 (out-of-sample)

36.86Best Performance Ratio

9

Feb 26, 2026

ACIC 2018 (in-sample)

31.34Percent Best

9

Feb 26, 2026

ACIC 77 datasets 2016 (out-of-sample)

25.82% Best

9

Feb 26, 2026

ACIC 77 datasets 2016 (in-sample)

26.73Percentage Best

9

Feb 26, 2026

Simulated Dataset Nonlinear Outcome

1.45RMSE (Quadratic)

8

Mar 20, 2026

Simulated Dataset Linear Outcome

0.76Mean RMSE (Var=0.1)

8

Mar 20, 2026

IHDP-100 Setup D (out-of-sample)

1.392RMSE

8

Feb 26, 2026

Page 1 of 3

PreviousNext

Popular datasets

IHDP ACIC FMCG Semi-synthetic Dataset Semi-synthetic DGP Simulation

Follow for updates

Join SOTA2 Contact