ResearchBenchmarksIncremental Learning on TGB-WikipediaIncremental Learning on TGB-WikipediaFollow0.9542Final AccuracyAdvSynGNN0.8784880.8981440.91780.937456Feb 19, 2026Evaluation resultsMethodMethodLinksFinal AccuracyKParameter StabilityAdvSynGNN2026.020.9542-2.310.127APAN2026.020.9074-7.850.241TGN2026.020.8951-9.240.285TGAT2026.020.8814-12.670.318