Future edge prediction on Enron (inductive)
87.38APFREEDYG + FLASH
Evaluation results
| Method | Links | |
|---|---|---|
| FREEDYG + FLASHBackbone=FREEDYG, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 87.38 | |
| FREEDYGSampling Strategy=FLASH, Historical Neighbors=22025.04 | 87.16 | |
| DYGFORMER + FLASHBackbone=DYGFORMER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 86.99 | |
| FREEDYG + NLBBackbone=FREEDYG, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 85.27 | |
| DYGFORMER + NLBBackbone=DYGFORMER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 85.11 | |
| FREEDYGSampling Strategy=NLB, Historical Neighbors=22025.04 | 85.06 | |
| FREEDYG + Trunc.Backbone=FREEDYG, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 84.64 | |
| FREEDYG + TASERBackbone=FREEDYG, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 84.36 | |
| DYGFORMER + Uni.Backbone=DYGFORMER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 84.33 | |
| FREEDYGSampling Strategy=Uni., Historical Neighbors=22025.04 | 84.17 | |
| DYGFORMERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 84.12 | |
| FREEDYGSampling Strategy=Trunc., Historical Neighbors=22025.04 | 83.96 | |
| DYGFORMER + Trunc.Backbone=DYGFORMER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 83.81 | |
| TGNSampling Strategy=FLASH, Historical Neighbors=22025.04 | 83.32 | |
| TGN + FLASHBackbone=TGN, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 82.67 | |
| DYGFORMER + TASERBackbone=DYGFORMER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 82.2 | |
| TGNSampling Strategy=NLB, Historical Neighbors=22025.04 | 81.42 | |
| TGNSampling Strategy=TASER, Historical Neighbors=22025.04 | 80.68 | |
| FREEDYGSampling Strategy=TASER, Historical Neighbors=22025.04 | 80.48 | |
| TGN + Trunc.Backbone=TGN, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 80.24 | |
| GRAPHMIXER + FLASHBackbone=GRAPHMIXER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 79.6 | |
| GRAPHMIXERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 79.06 | |
| TGN + NLBBackbone=TGN, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 78.55 | |
| TGNSampling Strategy=Uni., Historical Neighbors=22025.04 | 78.46 | |
| TGNSampling Strategy=Trunc., Historical Neighbors=22025.04 | 78.2 | |
| TGN + TASERBackbone=TGN, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 77.32 | |
| DYGFORMERSampling Strategy=Uni., Historical Neighbors=22025.04 | 77.23 | |
| TGN + Uni.Backbone=TGN, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 77.05 | |
| DYGFORMERSampling Strategy=NLB, Historical Neighbors=22025.04 | 76.75 | |
| GRAPHMIXERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 76.44 | |
| DYGFORMERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 76.36 | |
| DYGFORMERSampling Strategy=TASER, Historical Neighbors=22025.04 | 76.02 | |
| GRAPHMIXERSampling Strategy=NLB, Historical Neighbors=22025.04 | 75.8 | |
| GRAPHMIXER + Trunc.Backbone=GRAPHMIXER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 75.68 | |
| GRAPHMIXER + NLBBackbone=GRAPHMIXER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 75.39 | |
| TGAT + FLASHBackbone=TGAT, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 74.88 | |
| GRAPHMIXER + TASERBackbone=GRAPHMIXER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 72.36 | |
| TGATSampling Strategy=FLASH, Historical Neighbors=22025.04 | 72.05 | |
| GRAPHMIXERSampling Strategy=TASER, Historical Neighbors=22025.04 | 71.66 | |
| TGAT + Trunc.Backbone=TGAT, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 68.41 | |
| TGAT + NLBBackbone=TGAT, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 67.06 | |
| TGATSampling Strategy=Trunc., Historical Neighbors=22025.04 | 66.47 | |
| TGATSampling Strategy=NLB, Historical Neighbors=22025.04 | 65.17 | |
| TGAT + TASERBackbone=TGAT, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 58.76 | |
| TGATSampling Strategy=TASER, Historical Neighbors=22025.04 | 55.75 | |
| GRAPHMIXER + Uni.Backbone=GRAPHMIXER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 53.23 | |
| TGAT + Uni.Backbone=TGAT, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 51.48 | |
| GRAPHMIXERSampling Strategy=Uni., Historical Neighbors=22025.04 | 50.64 | |
| TGATSampling Strategy=Uni., Historical Neighbors=22025.04 | 50.52 |