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ResearchFormerly WizWand

Future edge prediction on MOOC DyGLib (inductive)

91.7ROC-AUCTGN + NLB
60.718468.761776.80584.8483Apr 9, 2025
Updated 3mo ago

Evaluation results

MethodLinks
TGN + NLBBase Model=TGN, Sampling Method=NLB, Historical Neighbors=42025.0491.7
TGN + TASERBase Model=TGN, Sampling Method=TASER, Historical Neighbors=42025.0491.58
TGN + Trunc.Base Model=TGN, Sampling Method=Trunc., Historical Neighbors=42025.0491.23
TGN + FLASHBase Model=TGN, Sampling Method=FLASH, Historical Neighbors=42025.0491.16
FREEDYG + Trunc.Base Model=FreeDyG, Sampling Method=Trunc., Historical Neighbors=42025.0485.54
FREEDYG + FLASHBase Model=FreeDyG, Sampling Method=FLASH, Historical Neighbors=42025.0484.61
TGN + Uni.Base Model=TGN, Sampling Method=Uni., Historical Neighbors=42025.0484.35
DYGFORMER + FLASHBase Model=DyGFormer, Sampling Method=FLASH, Historical Neighbors=42025.0484.19
DYGFORMER + Trunc.Base Model=DyGFormer, Sampling Method=Trunc., Historical Neighbors=42025.0483.72
DYGFORMER + Uni.Base Model=DyGFormer, Sampling Method=Uni., Historical Neighbors=42025.0483.71
DYGFORMER + TASERBase Model=DyGFormer, Sampling Method=TASER, Historical Neighbors=42025.0482.93
FREEDYG + TASERBase Model=FreeDyG, Sampling Method=TASER, Historical Neighbors=42025.0481.58
GRAPHMIXER + FLASHBase Model=GraphMixer, Sampling Method=FLASH, Historical Neighbors=42025.0481.47
GRAPHMIXER + Trunc.Base Model=GraphMixer, Sampling Method=Trunc., Historical Neighbors=42025.0481.33
DYGFORMER + NLBBase Model=DyGFormer, Sampling Method=NLB, Historical Neighbors=42025.0481.27
TGAT + FLASHBase Model=TGAT, Sampling Method=FLASH, Historical Neighbors=42025.0479.91
TGAT + Trunc.Base Model=TGAT, Sampling Method=Trunc., Historical Neighbors=42025.0479.77
GRAPHMIXER + TASERBase Model=GraphMixer, Sampling Method=TASER, Historical Neighbors=42025.0479.75
GRAPHMIXER + NLBBase Model=GraphMixer, Sampling Method=NLB, Historical Neighbors=42025.0479.15
TGAT + NLBBase Model=TGAT, Sampling Method=NLB, Historical Neighbors=42025.0476.8
FREEDYG + Uni.Base Model=FreeDyG, Sampling Method=Uni., Historical Neighbors=42025.0474.64
GRAPHMIXER + Uni.Base Model=GraphMixer, Sampling Method=Uni., Historical Neighbors=42025.0471.92
TGAT + TASERBase Model=TGAT, Sampling Method=TASER, Historical Neighbors=42025.0467.26
TGAT + Uni.Base Model=TGAT, Sampling Method=Uni., Historical Neighbors=42025.0461.91