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Monotone Classification research benchmarks · SOTA2 Research

Monotone Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

LoanDefaulter (full data)

65.5Accuracy

5

Feb 26, 2026

COMPAS (full data)

69.4Accuracy

5

Feb 26, 2026

HeartDisease (full data)

90.2Accuracy

4

Feb 26, 2026

Lower bound (Thm. 13)

1Probing Cost

1

Mar 4, 2026

Popular datasets

Problem 1 COMPAS LoanDefaulter HeartDisease

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