Future edge prediction on UCI DyGLib (inductive)
0.9349ROC-AUCFREEDYG + FLASH
Evaluation results
| Method | Links | |
|---|---|---|
| FREEDYG + FLASHBase Model=FreeDyG, Sampling Method=FLASH, Historical Neighbors=42025.04 | 0.9349 | |
| FREEDYG + Trunc.Base Model=FreeDyG, Sampling Method=Trunc., Historical Neighbors=42025.04 | 0.9281 | |
| FREEDYG + NLBBase Model=FreeDyG, Sampling Method=NLB, Historical Neighbors=42025.04 | 0.9281 | |
| DYGFORMER + FLASHBase Model=DyGFormer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 0.917 | |
| FREEDYG + TASERBase Model=FreeDyG, Sampling Method=TASER, Historical Neighbors=42025.04 | 0.907 | |
| DYGFORMER + Trunc.Base Model=DyGFormer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 0.9042 | |
| DYGFORMER + Uni.Base Model=DyGFormer, Sampling Method=Uni., Historical Neighbors=42025.04 | 0.9001 | |
| TGN + FLASHBase Model=TGN, Sampling Method=FLASH, Historical Neighbors=42025.04 | 0.898 | |
| GRAPHMIXER + Trunc.Base Model=GraphMixer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 0.8941 | |
| DYGFORMER + NLBBase Model=DyGFormer, Sampling Method=NLB, Historical Neighbors=42025.04 | 0.893 | |
| GRAPHMIXER + FLASHBase Model=GraphMixer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 0.8905 | |
| GRAPHMIXER + NLBBase Model=GraphMixer, Sampling Method=NLB, Historical Neighbors=42025.04 | 0.8799 | |
| TGN + Trunc.Base Model=TGN, Sampling Method=Trunc., Historical Neighbors=42025.04 | 0.8753 | |
| TGN + TASERBase Model=TGN, Sampling Method=TASER, Historical Neighbors=42025.04 | 0.8703 | |
| DYGFORMER + TASERBase Model=DyGFormer, Sampling Method=TASER, Historical Neighbors=42025.04 | 0.8692 | |
| TGN + NLBBase Model=TGN, Sampling Method=NLB, Historical Neighbors=42025.04 | 0.8689 | |
| GRAPHMIXER + TASERBase Model=GraphMixer, Sampling Method=TASER, Historical Neighbors=42025.04 | 0.8654 | |
| FREEDYG + Uni.Base Model=FreeDyG, Sampling Method=Uni., Historical Neighbors=42025.04 | 0.8065 | |
| TGN + Uni.Base Model=TGN, Sampling Method=Uni., Historical Neighbors=42025.04 | 0.804 | |
| TGAT + FLASHBase Model=TGAT, Sampling Method=FLASH, Historical Neighbors=42025.04 | 0.7776 | |
| TGAT + Trunc.Base Model=TGAT, Sampling Method=Trunc., Historical Neighbors=42025.04 | 0.7688 | |
| TGAT + NLBBase Model=TGAT, Sampling Method=NLB, Historical Neighbors=42025.04 | 0.7582 | |
| GRAPHMIXER + Uni.Base Model=GraphMixer, Sampling Method=Uni., Historical Neighbors=42025.04 | 0.6934 | |
| TGAT + TASERBase Model=TGAT, Sampling Method=TASER, Historical Neighbors=42025.04 | 0.6775 | |
| TGAT + Uni.Base Model=TGAT, Sampling Method=Uni., Historical Neighbors=42025.04 | 0.6344 |