Future edge prediction on ENRON DyGLib (inductive)
87.78ROC-AUCFREEDYG + FLASH
Evaluation results
| Method | Links | |
|---|---|---|
| FREEDYG + FLASHBase Model=FreeDyG, Sampling Method=FLASH, Historical Neighbors=42025.04 | 87.78 | |
| FREEDYG + NLBBase Model=FreeDyG, Sampling Method=NLB, Historical Neighbors=42025.04 | 86.16 | |
| DYGFORMER + FLASHBase Model=DyGFormer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 86.13 | |
| FREEDYG + Trunc.Base Model=FreeDyG, Sampling Method=Trunc., Historical Neighbors=42025.04 | 85.17 | |
| FREEDYG + TASERBase Model=FreeDyG, Sampling Method=TASER, Historical Neighbors=42025.04 | 84.47 | |
| TGN + FLASHBase Model=TGN, Sampling Method=FLASH, Historical Neighbors=42025.04 | 83.04 | |
| DYGFORMER + NLBBase Model=DyGFormer, Sampling Method=NLB, Historical Neighbors=42025.04 | 82.97 | |
| DYGFORMER + Uni.Base Model=DyGFormer, Sampling Method=Uni., Historical Neighbors=42025.04 | 81.42 | |
| DYGFORMER + Trunc.Base Model=DyGFormer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 81.18 | |
| TGN + Trunc.Base Model=TGN, Sampling Method=Trunc., Historical Neighbors=42025.04 | 81.11 | |
| TGN + NLBBase Model=TGN, Sampling Method=NLB, Historical Neighbors=42025.04 | 80.38 | |
| DYGFORMER + TASERBase Model=DyGFormer, Sampling Method=TASER, Historical Neighbors=42025.04 | 79.61 | |
| TGN + TASERBase Model=TGN, Sampling Method=TASER, Historical Neighbors=42025.04 | 79.51 | |
| TGN + Uni.Base Model=TGN, Sampling Method=Uni., Historical Neighbors=42025.04 | 79.37 | |
| GRAPHMIXER + FLASHBase Model=GraphMixer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 78.63 | |
| GRAPHMIXER + Trunc.Base Model=GraphMixer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 76.45 | |
| GRAPHMIXER + NLBBase Model=GraphMixer, Sampling Method=NLB, Historical Neighbors=42025.04 | 76.25 | |
| GRAPHMIXER + TASERBase Model=GraphMixer, Sampling Method=TASER, Historical Neighbors=42025.04 | 73.18 | |
| TGAT + FLASHBase Model=TGAT, Sampling Method=FLASH, Historical Neighbors=42025.04 | 70.48 | |
| TGAT + NLBBase Model=TGAT, Sampling Method=NLB, Historical Neighbors=42025.04 | 64.81 | |
| TGAT + Trunc.Base Model=TGAT, Sampling Method=Trunc., Historical Neighbors=42025.04 | 64.3 | |
| TGAT + TASERBase Model=TGAT, Sampling Method=TASER, Historical Neighbors=42025.04 | 56.27 | |
| TGAT + Uni.Base Model=TGAT, Sampling Method=Uni., Historical Neighbors=42025.04 | 50.6 | |
| GRAPHMIXER + Uni.Base Model=GraphMixer, Sampling Method=Uni., Historical Neighbors=42025.04 | 50.38 |