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ResearchFormerly WizWand

Classification on Compas (Accuracy, F1, AUC, and Fairness Deltas)

70.06AccuracyRej. Opt.

Evaluation results

Method	Links
Rej. Opt.2026.06		70.06	63.91	73.48	14.61	6.24	91.05	33.7
Reweighting2026.06		68.96	63.57	73.04	11.3	10.74	92.13	32.43
MLP2026.06		67.01	60.45	71.46	20.42	5.46	94.45	44.32
FairGNN2026.06		66.88	63.32	71.21	13.01	10.77	96.08	35.48
adv-MLP2026.06		66.82	61.27	71.66	19.2	8.37	95.31	36.87
O(d)-FVP2026.06		66.43	61.8	71.41	25.12	8.43	96.15	56.43
Diag-FSP2026.06		66.43	61.57	71.49	25.9	7.19	95.96	39.87
Gen-FSF2026.06		66.43	61.97	70.84	16.55	10.77	94.39	39.93
Diag-FSF2026.06		66.17	55.84	69.79	14.73	9.23	95.12	35.93
LightGBM2026.06		66.1	61.06	68.64	23.19	7.41	77.14	41.15
Gen-FVP2026.06		66.04	62.36	69.82	31.8	4.65	96.09	63.6
Fair Drop2026.06		66.04	63.15	71.53	29.95	4.02	96.86	46.92
O(d)-FSF2026.06		65.91	62.05	71.23	35.44	3.7	96.72	42.17
GCN2026.06		65.91	62.8	71.26	29.96	5.65	96.29	44.84
O(d)-FSP2026.06		65.85	62.17	71.58	18.71	10.39	95.34	47.18
Diag-NSD2026.06		65.78	62.23	70.96	37.76	1.9	97.02	50.1
Gen-FSP2026.06		65.65	56.56	68.45	10.53	13.22	96.23	38.02
Gen-NSD2026.06		65.46	60.95	70.65	34.31	5.24	97.15	48.31
H2GCN2026.06		65.2	63.44	71.92	21.71	7.59	96.76	44.45
Undersampling2026.06		65.2	63.04	71.1	9.81	13.69	95.24	34.47
FairSIN2026.06		64.74	62.22	68.8	32.77	5.72	97.15	48.7
O(d)-NSD2026.06		63.64	60.01	67.35	47.99	4.93	97.75	65.06
XGBoost2026.06		63.64	59.61	68.61	20.27	9.15	71.74	41.11
GraphSAGE2026.06		62.67	57.33	65.28	48.46	3.16	98.41	61.74
GAT2026.06		62.28	60.89	68.41	44.37	1.25	97.89	57.16
Log. Reg.2026.06		60.92	36.99	65.23	33.33	68.08	99.25	51.57
Diag-FVP2026.06		58.59	33.64	58.7	20.86	9.56	97.89	48.76
NIFTY2026.06		51.59	58.84	57.23	39.63	12.48	92.17	52.55