ResearchBenchmarksNode Classification on CoauthorCS (2% Labeling Ratio)Follow44.5AccuracySGC1.02812.31423.634.886Mar 2, 2026Evaluation ResultsMethodMethodLinksAccuracySGCratio(%)=2ratio(%)=22026.0344.5DCIratio(%)=2ratio(%)=22026.0344GATratio(%)=2ratio(%)=22026.0338.7tsGCNratio(%)=2ratio(%)=22026.0330SAGE+IGratio(%)=2ratio(%)=22026.0329.8SAGE+SMratio(%)=2ratio(%)=22026.0327.4GCNratio(%)=2ratio(%)=22026.0326.7GINratio(%)=2ratio(%)=22026.0322.7DLRGAEratio(%)=2ratio(%)=22026.0315.6SAGEratio(%)=2ratio(%)=22026.032.7