ResearchBenchmarksModel Efficiency on ogbn-papers100M (Node Property Prediction)Model Efficiency on ogbn-papers100M (Node Property Prediction)Follow2.48Time/Epoch (s)SGFormer2.36443.14473.9254.7053Feb 19, 2026Evaluation resultsMethodMethodLinksTime/Epoch (s)Parameters (M)SGFormer2026.022.48—NodeFormer2026.025.37—