Fairness-aware Classification

Benchmarks

Dataset Name	SOTA Method	Metric
Adult race (test)		Accuracy87.21	25	2mo ago
Law School		Accuracy88.23	18	22d ago
COMPAS race (test)	EnergyShield	DP1.8	14	8d ago
WIDAR Orientation (5-fold cross-validation)	CurvFed	EO Gap0.374	12	2mo ago
EDA-Hand (5-fold cross-val)	FedSRCVaR	EO Gap0.389	12	2mo ago
Dutch		Accuracy78.57	9	22d ago
Jigsaw	RTO	Training Time (min)30	7	3mo ago
CelebA	RTO	Training Time (min)10	7	3mo ago
COMPAS	RTO	Training Time (min)1	7	3mo ago
Adult	RTO	Training Time (min)1	7	3mo ago
DefaultCredit sex (test)	FairSHAP	Accuracy81.45	5	3mo ago
Census Income KDD sex (test)	FairSHAP	Accuracy93.81	5	3mo ago
Adult sex (test)		Accuracy87.22	5	3mo ago
COMPAS sex (test)		Accuracy66.98	5	3mo ago
German sex (test)	DIR	Accuracy67.2	5	3mo ago
Adult gender attribute (test)	Cauchy-Schwarz (CS) Fairness Regularizer	Accuracy83.04	3	3mo ago
Pleiss setup (test)		AUC0.8319	3	3mo ago
Rezaei setup (test)		AUC74.71	3	3mo ago
pmad_epds (test)	-	-	0	2mo ago
pmad_phq (test)	-	-	0	2mo ago
compas (test)	-	-	0	2mo ago
nlsy (test)	-	-	0	2mo ago
compas violent (test)	-	-	0	2mo ago
us_crime (test)	-	-	0	2mo ago
titanic (test)	-	-	0	2mo ago

Showing 25 of 30 rows