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Instrumental Variable Estimation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

0.059MSE

8

Mar 4, 2026

STAR Strong instrument math scores Small vs. Regular class sizes

1Validity Score

6

May 14, 2026

STAR math scores Small vs. Regular class sizes Weak instrument, ρ(Z, T) ≈ 0.29

100Validity

6

May 14, 2026

Airplane demand modified binary (n=2048 samples)

1Validity

6

May 14, 2026

0.028Normalized MSE

4

Mar 4, 2026

0.053Normalized MSE

4

Mar 4, 2026

0.07Normalized MSE

4

Mar 4, 2026

linear (n=1000)

0.057MSE

4

Mar 4, 2026

0.093MSE

4

Mar 4, 2026

0.082MSE

4

Mar 4, 2026

0.045MSE

4

Mar 4, 2026

0.058MSE

4

Mar 4, 2026

0.087MSE

4

Mar 4, 2026

0.117MSE

4

Mar 4, 2026