Fairness-aware Classification

Benchmarks

Dataset Name	SOTA Method	Metric
Dutch	Bounded Adaptive	Accuracy (Female)83.24	35	1mo ago
Adult race (test)		Accuracy87.21	25	4mo ago
Law School		Accuracy88.23	18	2mo ago
COMPAS race (test)	EnergyShield	DP1.8	14	2mo ago
WIDAR Orientation (5-fold cross-validation)	CurvFed	EO Gap0.374	12	4mo ago
EDA-Hand (5-fold cross-val)	FedSRCVaR	EO Gap0.389	12	4mo ago
Jigsaw	RTO	Training Time (min)30	7	4mo ago
CelebA	RTO	Training Time (min)10	7	4mo ago
COMPAS	RTO	Training Time (min)1	7	4mo ago
Adult	RTO	Training Time (min)1	7	4mo ago
DefaultCredit sex (test)	FairSHAP	Accuracy81.45	5	4mo ago
Census Income KDD sex (test)	FairSHAP	Accuracy93.81	5	4mo ago
Adult sex (test)		Accuracy87.22	5	4mo ago
COMPAS sex (test)		Accuracy66.98	5	4mo ago
German sex (test)	DIR	Accuracy67.2	5	4mo ago
Adult gender attribute (test)	Cauchy-Schwarz (CS) Fairness Regularizer	Accuracy83.04	3	4mo ago
Pleiss setup (test)		AUC0.8319	3	4mo ago
Rezaei setup (test)		AUC74.71	3	4mo ago
pmad_epds (test)	-	-	0	4mo ago
pmad_phq (test)	-	-	0	4mo ago
compas (test)	-	-	0	4mo ago
nlsy (test)	-	-	0	4mo ago
compas violent (test)	-	-	0	4mo ago
us_crime (test)	-	-	0	4mo ago
titanic (test)	-	-	0	4mo ago

Showing 25 of 30 rows