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ResearchFormerly WizWand

CATE estimation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

IHDP-100 Setup D (in-sample)

1.394RMSE

8

Feb 26, 2026

IHDP-100 Setup C (in-sample)

1.226RMSE

8

Feb 26, 2026

Simulation Setting 2 1 (test)

77.9AR

8

Feb 26, 2026

Simulation Setting 1 (test)

84.6AR

8

Feb 26, 2026

10D Multi-dimensional simulation Target

Offset separate RF models

0.12RMSE

5

Jun 9, 2026

Synthetic Benchmark range do(D) ∈ [-2.5, 2.5] (in-sample)

0.36RMSE

5

Jun 2, 2026

Semi-synthetic DGP Expanded Time-varying Confounding CF 3a

0.26Bias

5

May 15, 2026

Semi-synthetic DGP Expanded Time-varying Confounding CF 2a

0.2Bias

5

May 15, 2026

Semi-synthetic DGP Expanded Time-varying Confounding CF 1a

0.63Bias

5

May 15, 2026

Semi-synthetic DGP Limited Time-varying Confounding CF 3a

0.21Bias

5

May 15, 2026

Semi-synthetic DGP Limited Time-varying Confounding CF 2a

0.26Bias

5

May 15, 2026

Semi-synthetic DGP Limited Time-varying Confounding CF 1a

0.53Bias

5

May 15, 2026

Simulation t distribution (size 1000) (test)

0.013CATE Bias Mean

5

Apr 28, 2026

Simulation Non-linear size 1000 (test)

-0.108CATE Bias (Mean)

5

Apr 28, 2026

Simulation Linear (size 1000) (test)

0.001CATE Bias (Mean)

5

Apr 28, 2026

Simulation High dimension (size 1000) (test)

-0.648CATE Bias Mean

5

Apr 28, 2026

Simulation Hidden confounding MultiU (size 1000) (test)

2.169CATE Bias Mean

5

Apr 28, 2026

Barabási-Albert (BA) graph with network-dependent CATE

Graph R-Learner

0.517Mean MSE

5

Apr 2, 2026

Front-door adjustment setting

0.847PEHE

5

Feb 26, 2026

TCGA (Out-sample)

8.15WPEHE@6

5

Feb 26, 2026

TCGA (In-sample)

10.98WPEHE@6

5

Feb 26, 2026

SW (Out-sample)

23.19WPEHE@6

5

Feb 26, 2026

23WPEHE@6

5

Feb 26, 2026

IHDP target sample modified per replication simulation replications

Offset unique model

0.734RMSE

3

Jun 9, 2026

95Coverage

3

May 28, 2026