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ResearchFormerly WizWand

Fairness-aware Node Classification on Pokec-n

71.36AccuracyDiag-FSP

Evaluation results

Method	Links
Diag-FSP2026.06		71.36	61.58	76.45	6.14	2.42	70.39	38.77
XGBoost2026.06		70.65	62.48	75.63	6.2	0.61	63.9	30.98
Reweighting2026.06		70.27	57.64	76.79	0.27	2.98	71.84	29.49
LightGBM2026.06		70.07	60.05	77.11	1.76	0.7	68.51	30.34
Diag-FVP2026.06		70.01	65.06	76.26	0.38	6.22	61.45	37.71
Diag-NSD2026.06		69.75	65.74	75.86	9.3	0.88	60.81	33.65
Gen-FVP2026.06		69.68	59.95	76.66	4.11	2.62	67.94	37.39
NIFTY2026.06		69.42	61.82	75.97	7.5	1.91	62.16	31.93
GAT2026.06		69.17	61.75	75.15	9.66	0.82	61.13	32.26
Fair Drop2026.06		69.17	60.35	74.76	11.85	3.11	63.21	32.47
O(d)-FVP2026.06		69.04	60.51	74.14	15.27	2.54	65.69	57.39
GCN2026.06		69.04	61.09	74.61	9.74	1.23	63.98	34.52
Gen-FSP2026.06		68.84	62.23	74.19	7.15	0.5	63.44	35.09
Gen-FSF2026.06		68.78	62.24	75.74	8.62	0.44	64.26	35.63
Rej. Opt.2026.06		68.71	57.93	73.33	4.11	0.04	59.79	31.21
O(d)-NSD2026.06		68.65	62.43	74.95	13.6	1.02	62.05	33.53
H2GCN2026.06		68.46	59.4	72.63	9.02	1.22	64.38	33.95
FairGNN2026.06		68.46	56.27	73.6	7.66	2.2	71.18	33.26
Undersampling2026.06		68.33	61.48	72.83	4.91	2.78	60.86	33.14
O(d)-FSP2026.06		68.26	53.72	73.36	4.78	0.26	75.9	35.71
Diag-FSF2026.06		68.13	61.15	74	6.95	2.96	64.24	43.28
Gen-NSD2026.06		67.94	62.02	72.49	5.43	4.37	64.51	33.81
GraphSAGE2026.06		67.29	55.06	72.32	9.92	0.73	67.79	38.96
FairSIN2026.06		66.77	54.43	68.77	4.75	0.81	69.77	34.73
Log. Reg.2026.06		66.52	53.5	70.88	8.73	1.37	76.32	34.52
adv-MLP2026.06		65.61	58.63	69.77	1.71	3.49	60.21	35.46
MLP2026.06		62.31	55.05	66.5	0.74	2.1	60.74	39.7
O(d)-FSF2026.06		47.51	43.45	47.26	3.42	3.71	50.27	45.02