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ResearchFormerly WizWand

Classification on Pokec-z

71.33AccuracyXGBoost

Evaluation results

Method	Links
XGBoost2026.06		71.33	68.82	79.14	1.76	3.02	62.07	30.12
Rej. Opt.2026.06		71.33	68.71	78.85	1.77	4.04	63.81	30.63
Reweighting2026.06		71.12	68.49	79.43	0.25	4.78	61.76	29.33
LightGBM2026.06		70.44	68.49	78.08	2.43	4.22	62.61	30.42
Gen-FVP2026.06		69.82	68.62	76.26	0.62	2.47	64.04	33.93
Diag-FSP2026.06		69.61	68.81	76.68	2.42	4.51	63.87	34.64
Gen-FSP2026.06		69.56	67.77	76.36	2.24	0.86	64.57	35.25
Gen-NSD2026.06		69.45	66.7	76.49	0.37	1.3	64.98	32.51
Diag-FVP2026.06		69.24	67.9	76.78	0.75	3.44	64.92	34.79
Diag-FSF2026.06		68.93	67.82	76.12	2.94	1.16	62.77	36.87
Gen-FSF2026.06		68.93	65.02	75.79	5.41	1.21	68.86	34.93
NIFTY2026.06		68.88	67.78	76.26	3.31	3.5	62.72	32.59
O(d)-FVP2026.06		68.77	67.39	76.88	5.75	1.14	63.81	33.61
O(d)-FSF2026.06		68.77	65.27	76.73	2.77	3.22	65.16	34.49
O(d)-NSD2026.06		68.77	67.61	76.1	1.18	3.53	64.68	31.62
O(d)-FSP2026.06		68.56	68.81	76.42	2.69	2.98	60.67	34.75
FairGNN2026.06		67.94	66.23	74.96	4.18	0.39	63.46	32.57
adv-MLP2026.06		67.94	66.67	73.91	4.75	9.6	63.83	36.6
GCN2026.06		67.89	65.31	74.68	2.33	0.61	62.79	33.25
Fair Drop2026.06		67.83	67.06	74.98	1.87	3.33	62.49	32.35
GraphSAGE2026.06		67.78	67.02	74.98	1.78	3.46	62.51	32.33
Diag-NSD2026.06		67.68	65.78	74.57	2.69	2.62	63.8	32.74
H2GCN2026.06		67.42	63.21	74.81	4.48	0.73	64.6	33.95
GAT2026.06		67.31	63.82	73.54	5.9	0.89	60.3	35.08
Log. Reg.2026.06		67.31	66.02	72.67	6.21	1.25	72.51	33.67
MLP2026.06		66.74	64.59	72.64	3.07	4.23	60.94	34.07
FairSIN2026.06		66.68	64.67	74.15	4.06	4.08	59.53	34.87
Undersampling2026.06		66.48	64.49	73.58	0.98	3.67	63.04	33.48