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Future edge prediction on MOOC DyGLib (transductive)

90.79APTGN
60.120468.082776.04584.0073Apr 9, 2025

Evaluation results

MethodLinks
TGNSampling method=FLASH, Historical neighbors=42025.0490.79
TGNSampling method=NLB, Historical neighbors=42025.0490.77
TGNSampling method=TASER, Historical neighbors=42025.0490.39
TGNSampling method=Trunc., Historical neighbors=42025.0490.09
FREEDYGSampling method=Trunc., Historical neighbors=42025.0486.79
FREEDYGSampling method=FLASH, Historical neighbors=42025.0486.59
DYGFORMERSampling method=FLASH, Historical neighbors=42025.0486.03
DYGFORMERSampling method=Trunc., Historical neighbors=42025.0485.34
DYGFORMERSampling method=Uni., Historical neighbors=42025.0485.32
DYGFORMERSampling method=TASER, Historical neighbors=42025.0484.49
TGNSampling method=Uni., Historical neighbors=42025.0483.92
DYGFORMERSampling method=NLB, Historical neighbors=42025.0483.52
FREEDYGSampling method=TASER, Historical neighbors=42025.0482.98
GRAPHMIXERSampling method=FLASH, Historical neighbors=42025.0481.52
GRAPHMIXERSampling method=Trunc., Historical neighbors=42025.0481.29
TGATSampling method=FLASH, Historical neighbors=42025.0480.59
TGATSampling method=Trunc., Historical neighbors=42025.0480.36
GRAPHMIXERSampling method=TASER, Historical neighbors=42025.0480.21
GRAPHMIXERSampling method=NLB, Historical neighbors=42025.0479.69
TGATSampling method=NLB, Historical neighbors=42025.0477.79
FREEDYGSampling method=Uni., Historical neighbors=42025.0471.28
TGATSampling method=TASER, Historical neighbors=42025.0469.09
GRAPHMIXERSampling method=Uni., Historical neighbors=42025.0467.64
TGATSampling method=Uni., Historical neighbors=42025.0461.3