ResearchBenchmarksTraining Time per Epoch on Node Classification on PubMedFollow0.015Training Time per Epoch (s)GGD-2.929216.9441536.817556.69085Jun 3, 2022Jan 10, 2023Aug 20, 2023Mar 29, 2024Nov 6, 2024Jun 16, 2025Jan 24, 2026Evaluation ResultsMethodMethodLinksTraining Time per Epoch (s)GGD2022.060.015GBT2022.060.103GraphCL2022.060.123BGRL2022.060.147DGI2022.060.158MVGRL2022.060.488GRACE2022.060.893GMI2022.062.285UnionNET2026.019.05DREAM2026.0119.4PIGNN2026.0152.79NRGNN2026.0172.23RTGNN2026.0173.62