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Strategic Classification

Benchmarks

Dataset Name	SOTA Method	Metric
PhiUSIIL	IFSC	Post-manipulation Accuracy88.94	8	1mo ago
Diabetes	IFSC	Post-manipulation Accuracy75.38	8	1mo ago
Adult	IFSC	Accuracy (Post-manipulation)83.22	8	1mo ago
Synthetic	IFSC	Post-manipulation Accuracy86.14	8	1mo ago
Spam	IFSC	Post-manipulation Accuracy90.62	8	1mo ago
German	IFSC	Post-manipulation Accuracy80.41	8	1mo ago
Credit	IFSC	Post-manipulation Accuracy83.96	8	1mo ago
Synthetic Strategic Classification Dataset Positive Correlation	Decision-Dependent (DD) classifier	Loss (0-1)16.05	6	25d ago
Semi-synthetic university admission Second-stage 10,000-point dataset (test)	Decision-Dependent (DD) classifier	0-1 Loss7.43	4	25d ago
10-dimensional setting Total	DD Classifier	0-1 Loss42.67	2	25d ago
10-dimensional setting Second-stage	DD Classifier	0-1 Loss4.37	2	25d ago
10-dimensional setting First-stage		0-1 Loss26.4	2	25d ago
Synthetic 2D dataset Total (test)	DD classifier	0-1 Loss30.58	2	25d ago
Synthetic 2D dataset Second-stage (test)	DD classifier	0-1 Loss5.22	2	25d ago
Synthetic 2D dataset First-stage (test)		0-1 Loss22.8	2	25d ago
Strategic Classification Synthetic Dataset Negative Correlation Off-diagonal Cost Total	DD	0-1 Loss40.44	2	25d ago
Strategic Classification Synthetic Dataset Negative Correlation Off-diagonal Cost, First-stage		0-1 Loss24.44	2	25d ago
Semi-synthetic university admission Total 10,000-point dataset (test)	Decision-Dependent (DD) classifier	0-1 Loss34.23	2	25d ago
Semi-synthetic university admission First-stage 10,000-point dataset (test)		0-1 Loss25.92	2	25d ago
Strategic Classification Non-ball Manipulations	-	-	0	5mo ago
Strategic Classification Ball Manipulations	-	-	0	5mo ago

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