COMPAS

Benchmarks

Task Name	Dataset Name	SOTA Result
Global Counterfactual Explanations	COMPAS	Effectiveness100	36
Fair Classification	COMPAS (test)	Accuracy62	28
Monotonic Bayesian Neural Network Classification	COMPAS (test)	OOD Ratio0	24
Binary Classification	COMPAS	Accuracy66.62	21
Fair Classification	COMPAS	DP Disparity-0.1743	16
Classification	COMPAS	Accuracy65.77	15
Classification	COMPAS	Accuracy73.8	15
Classification	COMPAS	Average Expected Loss31.1	14
Recidivism risk prediction	COMPAS two-year recidivism (test)	AUC0.8529	13
Fair Classification	COMPAS	AOD-0.2034	12
Binary Classification	COMPAS	Accuracy66.1	12
Classification	COMPAS	Average Accuracy68.2	12
Binary Classification	compas	AUC73.11	10
Model Reconstruction	COMPAS	Avg Fidelity96	9
Rashomon Set Approximation	COMPAS	Running Time (s)18.38	9
Classification	COMPAS	EO Gap2.3	7
Classification	COMPAS	Delta DP0.0373	7
Fairness-aware Classification	COMPAS	Training Time (min)1	7
Classification	Compas	Accuracy0.9579	6
Fairness Testing	COMPAS	Individual Disparity Count1,140	6
Classification	COMPAS binary	Accuracy0.673	6
Classification	COMPAS 2016	Accuracy66.7	6
Classification	COMPAS binary	Average Runtime (s)0.003	6
Classification	COMPAS 2016	Average Runtime (s)0.003	6
Robustness Certification	COMPAS (test)	Certification Rate (0.05% bias)89	6

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