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Papers Benchmarks Datasets Tasks

Downstream Performance Prediction research benchmarks · SOTA2 Research

Downstream Performance Prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

YE (Yeast) corrupted with Laplace noise

-0.776Downstream Performance

19

Feb 26, 2026

OT (Otto) corrupted with Laplace noise

Deep Lasso + MLP

0.801Downstream Performance

19

Feb 26, 2026

MI (Midas) corrupted with Laplace noise

-0.894Downstream Performance

19

Feb 26, 2026

JA (Jannis) corrupted with Laplace noise

0.723Downstream Performance

19

Feb 26, 2026

HO (Housing) corrupted with Laplace noise

-0.645Downstream Performance

19

Feb 26, 2026

HI (Hill-Valley) corrupted with Laplace noise

81.6Downstream Performance

19

Feb 26, 2026

HE (Heart) corrupted with Laplace noise

38.7Downstream Performance

19

Feb 26, 2026

GE German corrupted with Laplace noise

0.6Downstream Performance

19

Feb 26, 2026

EY Energy corrupted with Laplace noise

0.594Downstream Performance Score

19

Feb 26, 2026

CH (Chess) corrupted with Laplace noise

Univariate + MLP

-0.612Downstream Performance

19

Feb 26, 2026

Abalone corrupted with Laplace noise

Deep Lasso + MLP

95.7Downstream Performance

19

Feb 26, 2026

Downstream Performance Prediction 90 checkpoints (in-sample)

val loss + geometry

0.913LOSO Pearson Correlation

3

May 14, 2026

0.003MSE

3

Feb 26, 2026

0.004MSE

3

Feb 26, 2026

0.003MSE

3

Feb 26, 2026

0.006MSE

3

Feb 26, 2026

0.002MSE

3

Feb 26, 2026

0.001MSE

3

Feb 26, 2026

Popular datasets

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