ResearchBenchmarksSemi-supervised node classification on Heterophily graphs Uniform MissingSemi-supervised node classification on Heterophily graphs Uniform MissingFollow47.84Chameleon AccuracyFSD-CAP22.006428.713235.4242.1268Jan 26, 2026Evaluation resultsMethodMethodLinksChameleon AccuracyTexas AccuracyCornell AccuracyWisconsin AccuracyAverage AccuracyFSD-CAPMissing rate=99.5%Missing rate=99.5%2026.0147.8471.0757.5558.9558.85PCFIMissing rate=99.5%Missing rate=99.5%2026.0140.5462.555.8657.3754.07FPMissing rate=99.5%Missing rate=99.5%2026.0140.3661.4355.8658.1653.95Hop-GNNMissing rate=99.5%Missing rate=99.5%2026.0125.1957.1147.1149.0244.61GPR-GNNMissing rate=99.5%Missing rate=99.5%2026.012358.4248.4246.0843.98