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ResearchFormerly WizWand

Future Link Prediction on Wikipedia (inductive)

99.2APDyG2Vec
59.388869.724480.0690.3956Oct 30, 2022Mar 27, 2023Aug 23, 2023Jan 19, 2024Jun 15, 2024Nov 11, 2024Apr 9, 2025
Updated 3mo ago

Evaluation results

MethodLinks
DyG2Vecsplit_setting=Inductive, pre-training=false2022.1099.2
FREEDYG + FLASHBackbone=FREEDYG, Sampling Strategy=FLASH, Historical Neighbors=42025.0498.73
NATsplit_setting=Inductive2022.1098.6
FREEDYG + Trunc.Backbone=FREEDYG, Sampling Strategy=Trunc., Historical Neighbors=42025.0498.44
FREEDYG + NLBBackbone=FREEDYG, Sampling Strategy=NLB., Historical Neighbors=42025.0498.44
FREEDYGSampling Strategy=FLASH, Historical Neighbors=22025.0498.43
DYGFORMER + FLASHBackbone=DYGFORMER, Sampling Strategy=FLASH, Historical Neighbors=42025.0498.39
FREEDYG + TASERBackbone=FREEDYG, Sampling Strategy=TASER, Historical Neighbors=42025.0498.32
TGN + FLASHBackbone=TGN, Sampling Strategy=FLASH, Historical Neighbors=42025.0498.06
TGNSampling Strategy=FLASH, Historical Neighbors=22025.0497.95
DYGFORMER + Trunc.Backbone=DYGFORMER, Sampling Strategy=Trunc., Historical Neighbors=42025.0497.94
DYGFORMER + NLBBackbone=DYGFORMER, Sampling Strategy=NLB., Historical Neighbors=42025.0497.94
DYGFORMER + Uni.Backbone=DYGFORMER, Sampling Strategy=Uni., Historical Neighbors=42025.0497.9
TGN + Trunc.Backbone=TGN, Sampling Strategy=Trunc., Historical Neighbors=42025.0497.86
TGNSampling Strategy=Trunc., Historical Neighbors=22025.0497.73
FREEDYGSampling Strategy=Trunc., Historical Neighbors=22025.0497.71
CaWsplit_setting=Inductive2022.1097.7
FREEDYGSampling Strategy=Uni., Historical Neighbors=22025.0497.7
TGNSampling Strategy=Uni., Historical Neighbors=22025.0497.69
FREEDYGSampling Strategy=NLB, Historical Neighbors=22025.0497.66
TGN + NLBBackbone=TGN, Sampling Strategy=NLB., Historical Neighbors=42025.0497.62
TGN + TASERBackbone=TGN, Sampling Strategy=TASER, Historical Neighbors=42025.0497.49
DYGFORMERSampling Strategy=FLASH, Historical Neighbors=22025.0497.48
TGNSampling Strategy=NLB, Historical Neighbors=22025.0497.46
TGNsplit_setting=Inductive2022.1097.4
FREEDYG + Uni.Backbone=FREEDYG, Sampling Strategy=Uni., Historical Neighbors=42025.0497.31
TGNSampling Strategy=TASER, Historical Neighbors=22025.0497.22
FREEDYGSampling Strategy=TASER, Historical Neighbors=22025.0497.2
DYGFORMER + TASERBackbone=DYGFORMER, Sampling Strategy=TASER, Historical Neighbors=42025.0497.05
GRAPHMIXER + FLASHBackbone=GRAPHMIXER, Sampling Strategy=FLASH, Historical Neighbors=42025.0496.7
GRAPHMIXERSampling Strategy=FLASH, Historical Neighbors=22025.0496.59
DYGFORMERSampling Strategy=Trunc., Historical Neighbors=22025.0496.34
DYGFORMERSampling Strategy=Uni., Historical Neighbors=22025.0496.31
DYGFORMERSampling Strategy=NLB, Historical Neighbors=22025.0496.09
GRAPHMIXER + Trunc.Backbone=GRAPHMIXER, Sampling Strategy=Trunc., Historical Neighbors=42025.0495.92
TGN + Uni.Backbone=TGN, Sampling Strategy=Uni., Historical Neighbors=42025.0495.79
TGATsplit_setting=Inductive2022.1095.4
GRAPHMIXERSampling Strategy=Trunc., Historical Neighbors=22025.0495.28
TGAT + FLASHBackbone=TGAT, Sampling Strategy=FLASH, Historical Neighbors=42025.0495.02
GRAPHMIXER + NLBBackbone=GRAPHMIXER, Sampling Strategy=NLB., Historical Neighbors=42025.0494.93
DYGFORMERSampling Strategy=TASER, Historical Neighbors=22025.0494.71
GRAPHMIXER + TASERBackbone=GRAPHMIXER, Sampling Strategy=TASER, Historical Neighbors=42025.0494.5
TGAT + Trunc.Backbone=TGAT, Sampling Strategy=Trunc., Historical Neighbors=42025.0494.42
GRAPHMIXERSampling Strategy=NLB, Historical Neighbors=22025.0493.71
TGATSampling Strategy=FLASH, Historical Neighbors=22025.0493.6
TGATSampling Strategy=Trunc., Historical Neighbors=22025.0493.25
GRAPHMIXERSampling Strategy=TASER, Historical Neighbors=22025.0491.55
TGAT + NLBBackbone=TGAT, Sampling Strategy=NLB., Historical Neighbors=42025.0491.3
TGATSampling Strategy=NLB, Historical Neighbors=22025.0490.18
JODIEsplit_setting=Inductive2022.1089.1
DyRepsplit_setting=Inductive2022.1089
GRAPHMIXER + Uni.Backbone=GRAPHMIXER, Sampling Strategy=Uni., Historical Neighbors=42025.0483.13
GRAPHMIXERSampling Strategy=Uni., Historical Neighbors=22025.0476.13
TGAT + TASERBackbone=TGAT, Sampling Strategy=TASER, Historical Neighbors=42025.0474.83
TGAT + Uni.Backbone=TGAT, Sampling Strategy=Uni., Historical Neighbors=42025.0470.2
TGATSampling Strategy=TASER, Historical Neighbors=22025.0464.59
TGATSampling Strategy=Uni., Historical Neighbors=22025.0460.92