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ResearchFormerly WizWand

Future Edge Prediction on WIKIPEDIA DyGLib (inductive)

98.59APFreeDyG + FLASH
61.337271.008680.6890.3514Apr 9, 2025
Updated 4mo ago

Evaluation results

MethodLinks
FreeDyG + FLASHBase Model=FreeDyG, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.0498.59
TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.0498.08
FreeDyG + TruncationBase Model=FreeDyG, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.0498.03
FreeDyG + UniformBase Model=FreeDyG, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.0498.01
FreeDyG + NLBBase Model=FreeDyG, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.0497.99
DyGFormer + FLASHBase Model=DyGFormer, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.0497.91
TGN + TruncationBase Model=TGN, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.0497.84
TGN + UniformBase Model=TGN, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.0497.82
FreeDyG + TASERBase Model=FreeDyG, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.0497.67
TGN + NLBBase Model=TGN, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.0497.61
TGN + TASERBase Model=TGN, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.0497.39
GraphMixer + FLASHBase Model=GraphMixer, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.0497.06
DyGFormer + TruncationBase Model=DyGFormer, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.0497.02
DyGFormer + UniformBase Model=DyGFormer, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.0497.01
DyGFormer + NLBBase Model=DyGFormer, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.0496.86
GraphMixer + TruncationBase Model=GraphMixer, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.0495.8
DyGFormer + TASERBase Model=DyGFormer, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.0495.7
TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH, Number of historical neighbors=2, Evaluation Setting=inductive2025.0494.7
GraphMixer + NLBBase Model=GraphMixer, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.0494.34
TGAT + TruncationBase Model=TGAT, Sampling Strategy=Truncation, Number of historical neighbors=2, Evaluation Setting=inductive2025.0494.26
GraphMixer + TASERBase Model=GraphMixer, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.0492.42
TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB, Number of historical neighbors=2, Evaluation Setting=inductive2025.0491.46
GraphMixer + UniformBase Model=GraphMixer, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.0478.72
TGAT + TASERBase Model=TGAT, Sampling Strategy=TASER, Number of historical neighbors=2, Evaluation Setting=inductive2025.0467.62
TGAT + UniformBase Model=TGAT, Sampling Strategy=Uniform, Number of historical neighbors=2, Evaluation Setting=inductive2025.0462.77