ResearchBenchmarksDynamic Node Classification on PatentFollow1,730Training Time (s)CODEN-1,304.419,177.839,66060,142.2Feb 13, 2026Evaluation ResultsMethodMethodLinksTraining Time (s)Inference Time (s)CODEN2026.021,73011.69TGCN2026.024,62019.54EvolveGCN2026.025,16019.45MPNN2026.026,43019.98SpikeNet2026.0212,83029.56Zebra2026.0220,34032.71TGL2026.0238,56068.98ASTGCN2026.0277,59034.58