ResearchBenchmarksDynamic Node Classification on TmallDynamic Node Classification on TmallFollow23.68Training Time (s)CODEN-669.37284,008.73368,686.8413,364.9464Feb 13, 2026Evaluation resultsMethodMethodLinksTraining Time (s)Inference Time (s)CODEN2026.0223.680.05EvolveGCN2026.02123.540.08TGCN2026.02214.230.08MPNN2026.02303.650.12SpikeNet2026.02546.210.55Zebra2026.02946.280.76TGL2026.021,9601.22ASTGCN2026.023,0901.5DNNTSP2026.0217,3505.04