Future edge prediction on MOOC DyGLib (inductive)
91.7ROC-AUCTGN + NLB
Evaluation Results
| Method | Links | |
|---|---|---|
| TGN + NLBBase Model=TGN, Sampling Method=NLB, Historical Neighbors=42025.04 | 91.7 | |
| TGN + TASERBase Model=TGN, Sampling Method=TASER, Historical Neighbors=42025.04 | 91.58 | |
| TGN + Trunc.Base Model=TGN, Sampling Method=Trunc., Historical Neighbors=42025.04 | 91.23 | |
| TGN + FLASHBase Model=TGN, Sampling Method=FLASH, Historical Neighbors=42025.04 | 91.16 | |
| FREEDYG + Trunc.Base Model=FreeDyG, Sampling Method=Trunc., Historical Neighbors=42025.04 | 85.54 | |
| FREEDYG + FLASHBase Model=FreeDyG, Sampling Method=FLASH, Historical Neighbors=42025.04 | 84.61 | |
| TGN + Uni.Base Model=TGN, Sampling Method=Uni., Historical Neighbors=42025.04 | 84.35 | |
| DYGFORMER + FLASHBase Model=DyGFormer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 84.19 | |
| DYGFORMER + Trunc.Base Model=DyGFormer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 83.72 | |
| DYGFORMER + Uni.Base Model=DyGFormer, Sampling Method=Uni., Historical Neighbors=42025.04 | 83.71 | |
| DYGFORMER + TASERBase Model=DyGFormer, Sampling Method=TASER, Historical Neighbors=42025.04 | 82.93 | |
| FREEDYG + TASERBase Model=FreeDyG, Sampling Method=TASER, Historical Neighbors=42025.04 | 81.58 | |
| GRAPHMIXER + FLASHBase Model=GraphMixer, Sampling Method=FLASH, Historical Neighbors=42025.04 | 81.47 | |
| GRAPHMIXER + Trunc.Base Model=GraphMixer, Sampling Method=Trunc., Historical Neighbors=42025.04 | 81.33 | |
| DYGFORMER + NLBBase Model=DyGFormer, Sampling Method=NLB, Historical Neighbors=42025.04 | 81.27 | |
| TGAT + FLASHBase Model=TGAT, Sampling Method=FLASH, Historical Neighbors=42025.04 | 79.91 | |
| TGAT + Trunc.Base Model=TGAT, Sampling Method=Trunc., Historical Neighbors=42025.04 | 79.77 | |
| GRAPHMIXER + TASERBase Model=GraphMixer, Sampling Method=TASER, Historical Neighbors=42025.04 | 79.75 | |
| GRAPHMIXER + NLBBase Model=GraphMixer, Sampling Method=NLB, Historical Neighbors=42025.04 | 79.15 | |
| TGAT + NLBBase Model=TGAT, Sampling Method=NLB, Historical Neighbors=42025.04 | 76.8 | |
| FREEDYG + Uni.Base Model=FreeDyG, Sampling Method=Uni., Historical Neighbors=42025.04 | 74.64 | |
| GRAPHMIXER + Uni.Base Model=GraphMixer, Sampling Method=Uni., Historical Neighbors=42025.04 | 71.92 | |
| TGAT + TASERBase Model=TGAT, Sampling Method=TASER, Historical Neighbors=42025.04 | 67.26 | |
| TGAT + Uni.Base Model=TGAT, Sampling Method=Uni., Historical Neighbors=42025.04 | 61.91 |