ResearchBenchmarksDynamic Node Classification Runtime on RedditDynamic Node Classification Runtime on RedditFollow1,310Training Time (s)CODEN-678.812,745.626,17039,594.4Feb 13, 2026Evaluation resultsMethodMethodLinksTraining Time (s)Inference Time (s)CODEN2026.021,3108.15TGCN2026.022,29012.16EvolveGCN2026.022,61012.56MPNN2026.022,80013.1SpikeNet2026.023,91015.26Zebra2026.024,03015.28TGL2026.0218,48040.99ASTGCN2026.0251,03013.54