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Causal effect estimation research benchmarks – Page 3 · SOTA2 Research

Causal effect estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SEI (Solid Electrolyte Interphase)

7.5Bias (%)

3

May 11, 2026

Instagram Influencer Engagement (232,089 posts)

1,455Treatment Effect (τ) (likes)

3

Mar 4, 2026

Simulation Environment Known Ground-Truth

0.051Average Absolute Bias

3

Mar 4, 2026

PSID unbalanced

1,182,041√PEHE

3

Feb 26, 2026

Ancestral Info.

1,121,360√PEHE

3

Feb 26, 2026

Semi-synthetic DGP Policies differ in all steps Expanded

0.113Bias (CF 1c)

2

May 15, 2026

Semi-synthetic DGP Expanded Policies differ only in the first two steps

0Bias (CF 1b)

2

May 15, 2026

Semi-synthetic DGP Limited Policies differ in all steps

0.097Bias (CF 1c)

2

May 15, 2026

Semi-synthetic DGP Limited Policies differ only in the first two steps

0.002Bias (CF 1b)

2

May 15, 2026

CausalSim Battery

0.1Estimate

2

May 12, 2026

ECG dataset (test)

0.126|ATE| Error

2

Feb 26, 2026

90.5Recall

1

Jun 9, 2026

99.33Recall

1

Jun 9, 2026

96.78Recall

1

Jun 9, 2026

86.33Recall

1

Jun 9, 2026

91.83Recall

1

Jun 9, 2026

93.67Recall

1

Jun 9, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

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