Table 1.

Experiment results on Adult, TJH, and CDSL datasets

Data	Method	SA	EA	ACC	AUROC	AUPRC	DI	SPD	AOD	EOD
Adult	/	/	Sex	0.8007	0.8216	0.7300	0.3635	−0.1989	−0.2089	−0.1672
			Race				0.6038	−0.1040	−0.0886	−0.0604
	RW	Sex->Race	Sex	0.7856	0.8138	0.7216	0.9786	0.0534	−0.0583	0.0111
			Race				1.0000	0.0000	−0.0112	0.0223
		Race->Sex	Sex	0.7857	0.8141	0.7219	1.0000	0.0000	−0.0631	0.0081
			Race				0.913	0.0232	0.0069	0.0356
	M3Fair	[Sex, Race]	Sex	0.7858	0.8143	0.7221	1.0000	0.0000	−0.0627	0.0078
			Race				1.0000	0.0000	−0.0106	0.0214
TJH	/	/	Sex	0.8349	0.8357	0.8696	0.5454	−0.2573	−0.0699	−0.0018
			Age				0.2782	−0.4824	−0.2585	−0.2922
	RW	Sex->Age	Sex	0.8073	0.8095	0.8500	0.9789	0.0098	−0.0392	−0.0281
			Age				1.0000	0.0000	−0.2191	−0.3160
		Age->Sex	Sex	0.8073	0.8095	0.8500	1.0000	0.0000	−0.0392	−0.0281
			Age				0.9891	0.0050	−0.2191	−0.3160
	M3Fair	[Sex, Age]	Sex	0.8073	0.8095	0.8500	1.0000	0.0000	−0.0392	−0.0281
			Age				1.0000	0.0000	−0.2191	−0.3160
CDSL	/	/	Sex	0.6766	0.7254	0.5397	0.1374	−0.1858	−0.5453	−0.3878
			Age				0.8368	−0.0222	−0.1077	−0.2002
	RW	Sex->Age	Sex	0.7776	0.6497	0.4175	0.8986	0.0134	−0.0677	−0.0685
			Age				1.0000	0.0000	−0.0483	0.0270
		Age->Sex	Sex	0.8081	0.6547	0.4248	1.0000	0.0000	−0.0084	−0.0170
			Age				0.9806	−0.0025	−0.0354	0.0608
	M3Fair	[Sex, Age]	Sex	0.8121	0.6569	0.4285	1.0000	0.0000	−0.0027	−0.0170
			Age				1.0000	0.0000	−0.0268	0.0608