Fairness-aware Classification

Benchmarks

Dataset Name	SOTA Method	Metric
Adult race (test)		Accuracy87.21	25	1mo ago
WIDAR Orientation (5-fold cross-validation)	CurvFed	EO Gap0.374	12	1mo ago
EDA-Hand (5-fold cross-val)	FedSRCVaR	EO Gap0.389	12	1mo ago
Jigsaw	RTO	Training Time (min)30	7	1mo ago
CelebA	RTO	Training Time (min)10	7	1mo ago
COMPAS	RTO	Training Time (min)1	7	1mo ago
Adult	RTO	Training Time (min)1	7	1mo ago
DefaultCredit sex (test)	FairSHAP	Accuracy81.45	5	1mo ago
Census Income KDD sex (test)	FairSHAP	Accuracy93.81	5	1mo ago
Adult sex (test)		Accuracy87.22	5	1mo ago
COMPAS race (test)		Accuracy66.89	5	1mo ago
COMPAS sex (test)		Accuracy66.98	5	1mo ago
German sex (test)	DIR	Accuracy67.2	5	1mo ago
Adult gender attribute (test)	Cauchy-Schwarz (CS) Fairness Regularizer	Accuracy83.04	3	1mo ago
Pleiss setup (test)		AUC0.8319	3	1mo ago
Rezaei setup (test)		AUC74.71	3	1mo ago
pmad_epds (test)	-	-	0	1mo ago
pmad_phq (test)	-	-	0	1mo ago
compas (test)	-	-	0	1mo ago
nlsy (test)	-	-	0	1mo ago
compas violent (test)	-	-	0	1mo ago
us_crime (test)	-	-	0	1mo ago
titanic (test)	-	-	0	1mo ago
creditg (test)	-	-	0	1mo ago
student_por (test)	-	-	0	1mo ago

Showing 25 of 28 rows