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Temporal Link Prediction on Bitcoin-Alpha (AUROC, F1-Score)

94.73AUROC+GTrans
48.60660.580572.55584.5295Jun 22, 2026

Evaluation results

MethodLinks
+GTransModel Category=TTA models2026.0694.7389.55
PromptDyGModel Category=TTA models2026.0694.6589.76
+TentModel Category=TTA models2026.0694.5689.65
+MatchaModel Category=TTA models2026.0694.2688.34
Roland-GRUModel Category=DTDG models2026.0694.1787.47
Roland-AverageModel Category=DTDG models2026.0692.4985.58
GCRN-BaselineModel Category=DTDG models2026.0691.5384.59
GCRN-LSTMModel Category=DTDG models2026.0691.4884.26
GCRN-GRUModel Category=DTDG models2026.0691.3983.74
SFDyGModel Category=DTDG models2026.0690.1286.67
Roland-MLPModel Category=DTDG models2026.0687.9857.1
TGCNModel Category=DTDG models2026.0687.7178.48
EvolveGCN-HModel Category=DTDG models2026.0657.148.16
EvolveGCN-OModel Category=DTDG models2026.0650.3858.51