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ResearchFormerly WizWand

Transductive Future Edge Prediction on Wikipedia DyGLib (test)

98.82ROC-AUCFREEDYG + FLASH
59.45669.675579.89590.1145Apr 9, 2025
Updated 4mo ago

Evaluation results

MethodLinks
FREEDYG + FLASHSampling Strategy=FLASH, Base Model=FREEDYG, Historical Neighbors=22025.0498.82
TGN + FLASHSampling Strategy=FLASH, Base Model=TGN, Historical Neighbors=22025.0498.62
TGN + Trunc.Sampling Strategy=Truncated, Base Model=TGN, Historical Neighbors=22025.0498.48
TGN + Uni.Sampling Strategy=Uniform, Base Model=TGN, Historical Neighbors=22025.0498.39
TGN + NLBSampling Strategy=NLB, Base Model=TGN, Historical Neighbors=22025.0498.23
FREEDYG + Uni.Sampling Strategy=Uniform, Base Model=FREEDYG, Historical Neighbors=22025.0498.12
FREEDYG + Trunc.Sampling Strategy=Truncated, Base Model=FREEDYG, Historical Neighbors=22025.0498.11
FREEDYG + NLBSampling Strategy=NLB, Base Model=FREEDYG, Historical Neighbors=22025.0498.09
TGN + TASERSampling Strategy=TASER, Base Model=TGN, Historical Neighbors=22025.0498.07
DYGFORMER + FLASHSampling Strategy=FLASH, Base Model=DYGFORMER, Historical Neighbors=22025.0497.67
FREEDYG + TASERSampling Strategy=TASER, Base Model=FREEDYG, Historical Neighbors=22025.0497.49
GRAPHMIXER + FLASHSampling Strategy=FLASH, Base Model=GRAPHMIXER, Historical Neighbors=22025.0497.08
DYGFORMER + Trunc.Sampling Strategy=Truncated, Base Model=DYGFORMER, Historical Neighbors=22025.0496
DYGFORMER + Uni.Sampling Strategy=Uniform, Base Model=DYGFORMER, Historical Neighbors=22025.0495.95
GRAPHMIXER + Trunc.Sampling Strategy=Truncated, Base Model=GRAPHMIXER, Historical Neighbors=22025.0495.76
DYGFORMER + NLBSampling Strategy=NLB, Base Model=DYGFORMER, Historical Neighbors=22025.0495.72
GRAPHMIXER + NLBSampling Strategy=NLB, Base Model=GRAPHMIXER, Historical Neighbors=22025.0494.61
DYGFORMER + TASERSampling Strategy=TASER, Base Model=DYGFORMER, Historical Neighbors=22025.0494.15
TGAT + FLASHSampling Strategy=FLASH, Base Model=TGAT, Historical Neighbors=22025.0493.36
TGAT + Trunc.Sampling Strategy=Truncated, Base Model=TGAT, Historical Neighbors=22025.0492.8
GRAPHMIXER + TASERSampling Strategy=TASER, Base Model=GRAPHMIXER, Historical Neighbors=22025.0492.53
TGAT + NLBSampling Strategy=NLB, Base Model=TGAT, Historical Neighbors=22025.0489.92
GRAPHMIXER + Uni.Sampling Strategy=Uniform, Base Model=GRAPHMIXER, Historical Neighbors=22025.0474.98
TGAT + TASERSampling Strategy=TASER, Base Model=TGAT, Historical Neighbors=22025.0464.76
TGAT + Uni.Sampling Strategy=Uniform, Base Model=TGAT, Historical Neighbors=22025.0460.97