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ResearchFormerly WizWand

Link Prediction on Wikipedia (transductive)

99.57APDiffDyG
90.00292.48694.9797.454Sep 29, 2022May 7, 2023Dec 14, 2023Jul 22, 2024Feb 27, 2025Oct 6, 2025May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DiffDyGSetting=Transductive, Negative Sampling=Random, Neighbors=20 first-hop + 5 second-hop2026.0599.57
CoDCLBackbone=FreeDyG2026.0199.31
TIDFormerSetting=Transductive, Negative Sampling=Random2026.0599.3
FreeDyGVariant=Backbone2026.0199.23
RepeatMixerSetting=Transductive, Negative Sampling=Random2026.0599.16
CoDCLBackbone=CorDGT2026.0199.14
CNENSetting=Transductive, Negative Sampling=Random2026.0599.09
CorDGTVariant=Backbone2026.0199.05
CoDCLBackbone=DyGFormer2026.0199.02
DyGFormerVariant=Backbone2026.0198.82
DyGFormerSetting=Transductive, Negative Sampling=Random2026.0598.81
PINTsetting=transductive, relative positional features=true2022.0998.78
CAWN2026.0198.76
CAWNSetting=Transductive, Negative Sampling=Random2026.0598.76
CAWsetting=transductive2022.0998.63
TGN-Attsetting=transductive2022.0998.46
TGN2026.0198.45
TGNSetting=Transductive, Negative Sampling=Random2026.0598.45
PINTsetting=transductive, relative positional features=false2022.0998.43
GraphMixerSetting=Transductive, Negative Sampling=Random2026.0597.25
GraphMixer2026.0197.17
TGATSetting=Transductive, Negative Sampling=Random2026.0596.94
JODIE2026.0196.5
TCL2026.0196.47
TCLSetting=Transductive, Negative Sampling=Random2026.0596.47
TGATsetting=transductive2022.0995.34
DyRep2026.0194.86
GATsetting=transductive2022.0994.73
Jodiesetting=transductive2022.0994.62
DyRepsetting=transductive2022.0994.59
GraphSAGEsetting=transductive2022.0993.56
EdgeBankSetting=Transductive, Negative Sampling=Random2026.0590.37