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Transductive Future Link Prediction on Wikipedia

99.5AP

DyG2Vec

Updated 18d ago

Evaluation Results

Method	Links
DyG2Vec 2022.10		99.5
DyG2Vec 2022.10		99.2
FREEDYG + FLASH 2025.04		98.94
TGN + FLASH 2025.04		98.73
NAT 2022.10		98.7
TGN 2022.10		98.6
TGN + Trunc. 2025.04		98.55
TGN + Uni. 2025.04		98.49
FREEDYG + Trunc. 2025.04		98.35
FREEDYG + Uni. 2025.04		98.33
FREEDYG + NLB 2025.04		98.33
TGN + NLB 2025.04		98.31
DYGFORMER + FLASH 2025.04		98.17
TGN + TASER 2025.04		98.15
FREEDYG + TASER 2025.04		97.94
CaW 2022.10		97.6
GRAPHMIXER + FLASH 2025.04		97.51
GraphMixer 2022.10		97.4
DYGFORMER + Trunc. 2025.04		96.91
DYGFORMER + Uni. 2025.04		96.87
TGAT 2022.10		96.8
DYGFORMER + NLB 2025.04		96.74
GRAPHMIXER + Trunc. 2025.04		96.23
JODIE 2022.10		95.6
DyRep 2022.10		95.5
DYGFORMER + TASER 2025.04		95.47
GRAPHMIXER + NLB 2025.04		95.09
TGAT + FLASH 2025.04		94.67
TGAT + Trunc. 2025.04		94.05
GRAPHMIXER + TASER 2025.04		93.27
TGAT + NLB 2025.04		91.49
GRAPHMIXER + Uni. 2025.04		77.06
TGAT + TASER 2025.04		67.78
TGAT + Uni. 2025.04		62.6