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Link-property prediction on tgbl-review v2 (test)

52.1MRRGraphMixer
0.30813.75427.240.646May 31, 2026Jun 1, 2026Jun 2, 2026Jun 4, 2026Jun 5, 2026Jun 6, 2026Jun 8, 2026

Evaluation results

MethodLinks
GraphMixer2026.0652.1
TSNN2026.0650.28
+ Motifs (TNCN)Motif Augmentation=True2026.0542.4
+ Motifs (TGN)Motif Augmentation=True2026.0541.8
+ Motifs (DyGFormer)Motif Augmentation=True2026.0541.3
CTAN2026.0640.5
TNCNMotif Augmentation=False2026.0537.7
TNCN2026.0637.7
TGNMotif Augmentation=False2026.0534.9
TGN2026.0634.9
NAT2026.0634.1
+ Motifs (HyperEvent)Motif Augmentation=True2026.0527.5
HyperEventMotif Augmentation=False2026.0526.8
DyGFormerMotif Augmentation=False2026.0522.4
DyGFormer2026.0622.4
CAWN2026.0619.3
Edge-BankMemory=time window2026.062.5
Edge-BankMemory=unlimited2026.062.3