Classification on Aggregated benchmark leaderboard · SOTA2 Research

Classification on Aggregated

71.44AccuracyRej. Opt.

Evaluation Results

Method	Links
Rej. Opt.2026.06		71.44	49.31	60.95	8.85	3.59	71.3	30.59
Reweighting2026.06		70.3	65.56	77.39	5.2	11.63	74.55	30.52
Diag-FSF2026.06		70.18	66.87	70.23	5.99	6.28	77.99	30.68
XGBoost2026.06		70.03	66.51	76.16	9.24	10.28	67.34	31.85
LightGBM2026.06		69.35	65.17	76.28	8.63	8.41	69.86	32.52
Fair Drop2026.06		68.31	66.8	68.49	9.07	7.61	80.87	34.41
Diag-FSP2026.06		68.2	65.03	69.29	7.44	8.15	82.87	33.74
FairGNN2026.06		67.96	64.71	67.85	5.2	7.95	83.06	32.77
Gen-FVP2026.06		67.75	67.38	68.47	17.1	8.67	79.86	39.34
Gen-FSF2026.06		67.69	64.96	67.42	9.16	10.43	80.93	33.78
Gen-FSP2026.06		67.53	58.11	68.32	4.69	7.53	82.45	33
MLP2026.06		67.44	63.03	70.68	8.47	6.44	71.28	34.99
adv-MLP2026.06		67.3	62.88	73.02	12.63	13.32	73.76	36.15
H2GCN2026.06		67.04	59.94	68	7.5	4.96	82.05	34.53
Diag-FVP2026.06		66.91	62.65	67.1	5.1	6.09	82.49	34.1
Undersampling2026.06		66.75	64.6	68.33	3.73	9.46	80.05	33.61
FairSIN2026.06		66.48	53.06	67.14	8.52	3.28	85.27	36.22
GCN2026.06		66.36	53.65	67.9	8.57	2.12	84.56	36.21
Log. Reg.2026.06		66.26	57.49	71.83	11.51	18.22	84.27	36.78
Gen-NSD2026.06		66.1	66.85	67.78	10.41	3.56	81.17	37.15
O(d)-FSF2026.06		63.39	59.03	62.88	9.07	11.86	78.99	39.69
O(d)-FSP2026.06		62.58	64.69	65.67	5.54	5.04	85.72	38.48
O(d)-NSD2026.06		62.26	65.11	67.23	12.75	3.12	82.63	43.09
NIFTY2026.06		59.94	65.47	61.73	10.09	5.85	83.41	43.11
O(d)-FVP2026.06		59.4	51.32	68.23	10.99	17.02	80.8	43.16
Diag-NSD2026.06		58.48	49.23	68.95	11.42	4.64	80.27	45.3
GAT2026.06		57.79	37.29	60.95	11.99	0.59	83.86	46.72
GraphSAGE2026.06		57.78	47.8	66.47	12.2	5.06	82.83	47.29