ResearchBenchmarksNode Classification on CoauthorCS (3% Labeling Ratio)Follow54.3AccuracySGC21.43629.96838.547.032Mar 2, 2026Evaluation ResultsMethodMethodLinksAccuracySGCratio(%)=3ratio(%)=32026.0354.3DCIratio(%)=3ratio(%)=32026.0351.7tsGCNratio(%)=3ratio(%)=32026.0346.7GATratio(%)=3ratio(%)=32026.0341.2GCNratio(%)=3ratio(%)=32026.0340SAGE+SMratio(%)=3ratio(%)=32026.0340SAGE+IGratio(%)=3ratio(%)=32026.0339DLRGAEratio(%)=3ratio(%)=32026.0326.1SAGEratio(%)=3ratio(%)=32026.0323.5GINratio(%)=3ratio(%)=32026.0322.7