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ResearchFormerly WizWand

Strategic Classification

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

88.94Post-manipulation Accuracy

8

Jun 2, 2026

75.38Post-manipulation Accuracy

8

Jun 2, 2026

83.22Accuracy (Post-manipulation)

8

Jun 2, 2026

86.14Post-manipulation Accuracy

8

Jun 2, 2026

90.62Post-manipulation Accuracy

8

Jun 2, 2026

80.41Post-manipulation Accuracy

8

Jun 2, 2026

83.96Post-manipulation Accuracy

8

Jun 2, 2026

Synthetic Strategic Classification Dataset Positive Correlation

Decision-Dependent (DD) classifier

16.05Loss (0-1)

6

Jun 30, 2026

Semi-synthetic university admission Second-stage 10,000-point dataset (test)

Decision-Dependent (DD) classifier

7.430-1 Loss

4

Jun 30, 2026

10-dimensional setting Total

42.670-1 Loss

2

Jun 30, 2026

10-dimensional setting Second-stage

4.370-1 Loss

2

Jun 30, 2026

10-dimensional setting First-stage

26.40-1 Loss

2

Jun 30, 2026

Synthetic 2D dataset Total (test)

30.580-1 Loss

2

Jun 30, 2026

Synthetic 2D dataset Second-stage (test)

5.220-1 Loss

2

Jun 30, 2026

Synthetic 2D dataset First-stage (test)

22.80-1 Loss

2

Jun 30, 2026

Strategic Classification Synthetic Dataset Negative Correlation Off-diagonal Cost Total

40.440-1 Loss

2

Jun 30, 2026

Strategic Classification Synthetic Dataset Negative Correlation Off-diagonal Cost, First-stage

24.440-1 Loss

2

Jun 30, 2026

Semi-synthetic university admission Total 10,000-point dataset (test)

Decision-Dependent (DD) classifier

34.230-1 Loss

2

Jun 30, 2026

Semi-synthetic university admission First-stage 10,000-point dataset (test)

Decision-Independent (DI) classifier

25.920-1 Loss

2

Jun 30, 2026

Strategic Classification Non-ball Manipulations

—

—Primary metric

0

Feb 26, 2026

Strategic Classification Ball Manipulations

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—Primary metric

0

Feb 26, 2026