Transductive Future Edge Prediction on Wikipedia
0.9904ROC-AUCFREEDYG + FLASH
Evaluation results
| Method | Links | |
|---|---|---|
| FREEDYG + FLASHBase model=FREEDYG, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 0.9904 | |
| FREEDYG + NLBBase model=FREEDYG, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 0.9866 | |
| FREEDYG + Trunc.Base model=FREEDYG, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 0.9861 | |
| TGN + FLASHBase model=TGN, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 0.9859 | |
| DYGFORMER + FLASHBase model=DYGFORMER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 0.9853 | |
| TGN + Trunc.Base model=TGN, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 0.9842 | |
| FREEDYG + TASERBase model=FREEDYG, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 0.9837 | |
| TGN + NLBBase model=TGN, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 0.9825 | |
| TGN + TASERBase model=TGN, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 0.9818 | |
| DYGFORMER + NLBBase model=DYGFORMER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 0.9781 | |
| DYGFORMER + Trunc.Base model=DYGFORMER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 0.9771 | |
| DYGFORMER + Uni.Base model=DYGFORMER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 0.9766 | |
| FREEDYG + Uni.Base model=FREEDYG, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 0.9691 | |
| TGN + Uni.Base model=TGN, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 0.9673 | |
| GRAPHMIXER + FLASHBase model=GRAPHMIXER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 0.9671 | |
| DYGFORMER + TASERBase model=DYGFORMER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 0.9663 | |
| GRAPHMIXER + Trunc.Base model=GRAPHMIXER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 0.9598 | |
| GRAPHMIXER + NLBBase model=GRAPHMIXER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 0.9522 | |
| GRAPHMIXER + TASERBase model=GRAPHMIXER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 0.9483 | |
| TGAT + FLASHBase model=TGAT, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.04 | 0.9396 | |
| TGAT + Trunc.Base model=TGAT, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.04 | 0.9311 | |
| TGAT + NLBBase model=TGAT, Neighborhood sampling method=NLB, Number of historical neighbors=42025.04 | 0.8957 | |
| GRAPHMIXER + Uni.Base model=GRAPHMIXER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 0.8096 | |
| TGAT + TASERBase model=TGAT, Neighborhood sampling method=TASER, Number of historical neighbors=42025.04 | 0.7225 | |
| TGAT + Uni.Base model=TGAT, Neighborhood sampling method=Uni., Number of historical neighbors=42025.04 | 0.6835 |