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Future edge prediction on UCI DyGLib (inductive)

0.9349ROC-AUC

FREEDYG + FLASH

Updated 19d ago

Evaluation Results

Method	Links
FREEDYG + FLASH 2025.04		0.9349
FREEDYG + Trunc. 2025.04		0.9281
FREEDYG + NLB 2025.04		0.9281
DYGFORMER + FLASH 2025.04		0.917
FREEDYG + TASER 2025.04		0.907
DYGFORMER + Trunc. 2025.04		0.9042
DYGFORMER + Uni. 2025.04		0.9001
TGN + FLASH 2025.04		0.898
GRAPHMIXER + Trunc. 2025.04		0.8941
DYGFORMER + NLB 2025.04		0.893
GRAPHMIXER + FLASH 2025.04		0.8905
GRAPHMIXER + NLB 2025.04		0.8799
TGN + Trunc. 2025.04		0.8753
TGN + TASER 2025.04		0.8703
DYGFORMER + TASER 2025.04		0.8692
TGN + NLB 2025.04		0.8689
GRAPHMIXER + TASER 2025.04		0.8654
FREEDYG + Uni. 2025.04		0.8065
TGN + Uni. 2025.04		0.804
TGAT + FLASH 2025.04		0.7776
TGAT + Trunc. 2025.04		0.7688
TGAT + NLB 2025.04		0.7582
GRAPHMIXER + Uni. 2025.04		0.6934
TGAT + TASER 2025.04		0.6775
TGAT + Uni. 2025.04		0.6344