Future Edge Prediction on UCI (inductive)
95.11APFREEDYG + FLASH
Evaluation results
| Method | Links | |
|---|---|---|
| FREEDYG + FLASHBackbone=FREEDYG, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 95.11 | |
| FREEDYG + Trunc.Backbone=FREEDYG, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 94.46 | |
| FREEDYG + NLBBackbone=FREEDYG, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 94.45 | |
| DYGFORMER + FLASHBackbone=DYGFORMER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 93.94 | |
| DYGFORMER + Trunc.Backbone=DYGFORMER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 93.05 | |
| FREEDYG + TASERBackbone=FREEDYG, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 92.85 | |
| FREEDYGSampling Strategy=FLASH, Historical Neighbors=22025.04 | 92.82 | |
| DYGFORMER + Uni.Backbone=DYGFORMER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 92.78 | |
| DYGFORMER + NLBBackbone=DYGFORMER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 92.21 | |
| FREEDYGSampling Strategy=Uni., Historical Neighbors=22025.04 | 92.06 | |
| FREEDYGSampling Strategy=Trunc., Historical Neighbors=22025.04 | 91.84 | |
| FREEDYGSampling Strategy=NLB, Historical Neighbors=22025.04 | 91.79 | |
| GRAPHMIXER + Trunc.Backbone=GRAPHMIXER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 91.29 | |
| TGN + FLASHBackbone=TGN, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 91.13 | |
| GRAPHMIXER + FLASHBackbone=GRAPHMIXER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 91.04 | |
| TGNSampling Strategy=FLASH, Historical Neighbors=22025.04 | 90.78 | |
| DYGFORMER + TASERBackbone=DYGFORMER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 90.16 | |
| GRAPHMIXER + NLBBackbone=GRAPHMIXER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 90.09 | |
| DYGFORMERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 89.91 | |
| GRAPHMIXERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 89.86 | |
| GRAPHMIXERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 89.83 | |
| FREEDYGSampling Strategy=TASER, Historical Neighbors=22025.04 | 89.36 | |
| GRAPHMIXER + TASERBackbone=GRAPHMIXER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 89.07 | |
| GRAPHMIXERSampling Strategy=NLB, Historical Neighbors=22025.04 | 88.96 | |
| TGN + Trunc.Backbone=TGN, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 88.85 | |
| TGN + NLBBackbone=TGN, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 88.41 | |
| TGN + TASERBackbone=TGN, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 88.11 | |
| TGNSampling Strategy=Uni., Historical Neighbors=22025.04 | 87.94 | |
| TGNSampling Strategy=Trunc., Historical Neighbors=22025.04 | 87.53 | |
| TGNSampling Strategy=NLB, Historical Neighbors=22025.04 | 87.08 | |
| DYGFORMERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 85.99 | |
| DYGFORMERSampling Strategy=Uni., Historical Neighbors=22025.04 | 85.96 | |
| DYGFORMERSampling Strategy=NLB, Historical Neighbors=22025.04 | 85.54 | |
| FREEDYG + Uni.Backbone=FREEDYG, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 84.09 | |
| GRAPHMIXERSampling Strategy=TASER, Historical Neighbors=22025.04 | 83.94 | |
| TGATSampling Strategy=FLASH, Historical Neighbors=22025.04 | 83.81 | |
| TGNSampling Strategy=TASER, Historical Neighbors=22025.04 | 83.48 | |
| DYGFORMERSampling Strategy=TASER, Historical Neighbors=22025.04 | 81.08 | |
| TGAT + FLASHBackbone=TGAT, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 80.66 | |
| TGAT + Trunc.Backbone=TGAT, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 79.99 | |
| TGN + Uni.Backbone=TGN, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 79.26 | |
| TGAT + NLBBackbone=TGAT, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 78.32 | |
| TGATSampling Strategy=Trunc., Historical Neighbors=22025.04 | 76.86 | |
| TGATSampling Strategy=NLB, Historical Neighbors=22025.04 | 75.33 | |
| GRAPHMIXER + Uni.Backbone=GRAPHMIXER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 70.29 | |
| GRAPHMIXERSampling Strategy=Uni., Historical Neighbors=22025.04 | 69.1 | |
| TGAT + TASERBackbone=TGAT, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 68.17 | |
| TGATSampling Strategy=TASER, Historical Neighbors=22025.04 | 65.35 | |
| TGAT + Uni.Backbone=TGAT, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 62.01 | |
| TGATSampling Strategy=Uni., Historical Neighbors=22025.04 | 60.9 |