ResearchBenchmarksBinary congestion-escalation prediction on AIS-TGNN (test snapshots 76–89)Follow76.1AUCTGAT71.10872.40473.774.996Mar 5, 2026Evaluation ResultsMethodMethodLinksAUCAPF1 ScoreRecallTGATGraph configuration=gr...Graph configuration=graph + attention2026.0376.134.439.850.4GCNGraph configuration=st...Graph configuration=static graph2026.0375.932.638.344.5LRGraph configuration=no...Graph configuration=no graph2026.0371.33037.548