Node Classification on WikiCS (F1 and BACC) benchmark leaderboard · SOTA2 Research

Node Classification on WikiCS (F1 and BACC)

72.78F1 ScoreVGIB

Evaluation Results

Method	Links
VGIB2026.04		72.78	72.45
GCB2026.04		69.17	70.45
GCB2026.04		68.8	70.45
GCB2026.04		68.71	70.64
GCB2026.04		68.7	70.6
GCN2026.04		65.21	68.76
DIR-GNN2026.04		65.05	63.77
DIR-GNN2026.04		64.3	63.15
GCN2026.04		63.15	68.98
GT2026.04		62.95	70.35
SAGE2026.04		62.87	70.36
SAGE2026.04		62.65	70.73
GCN2026.04		62.44	68.39
DIR-GNN2026.04		61.7	60.6
SAGE2026.04		61.58	68.96
GT2026.04		60.67	67.86
GT2026.04		60.47	66.23
SAGE2026.04		59.9	66.69
VGIB2026.04		59.83	60.32
GCN2026.04		59.73	62.88
VGIB2026.04		59.54	61.2
GAT2026.04		59.33	65.94
GAT2026.04		58.93	66.43
GAT2026.04		58.79	67.83
GAT2026.04		58.14	62.4
GT2026.04		56.3	64.35
MLP2026.04		55.24	65.36
MLP2026.04		54.13	64.72
MLP2026.04		53.96	64.83
DIR-GNN2026.04		53.83	54.12
MLP2026.04		52.92	61.84
VGIB2026.04		45.45	47.58
GIB2026.04		40.07	40.14
SEGNN2026.04		37.35	41.85
SEGNN2026.04		36.78	41.06
SEGNN2026.04		35.77	40.4
SEGNN2026.04		35.41	39.84
GIB2026.04		30.36	32.54
GIB2026.04		24.4	27.94
GIB2026.04		17.64	23.25