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Temporal Link Prediction on UCI

12.48MRRPromptDyG
6.02167.69839.37511.0517Jun 22, 2026

Evaluation results

MethodLinks
PromptDyGModel Category=TTA-based models2026.0612.489.15
Roland-GRU + TentModel Category=TTA-based models, Base Model=Roland-GRU2026.0612.2519.2
SFDyGModel Category=DTDG models2026.0611.43—
Roland-GRUModel Category=DTDG models2026.0610.65—
Roland-GRU + GTransModel Category=TTA-based models, Base Model=Roland-GRU2026.0610.6429.8
Roland-GRU + MatchaModel Category=TTA-based models, Base Model=Roland-GRU2026.0610.4145.68
GCRN-GRUModel Category=DTDG models2026.069.99—
Roland-MLPModel Category=DTDG models2026.069.96—
GCRN-LSTMModel Category=DTDG models2026.069.46—
EvolveGCN-HModel Category=DTDG models2026.068.86—
GCRN-BaselineModel Category=DTDG models2026.068.65—
Roland-AverageModel Category=DTDG models2026.066.94—
EvolveGCN-OModel Category=DTDG models2026.066.39—
TGCNModel Category=DTDG models2026.066.27—