Transductive Future Edge Prediction on Wikipedia DyGLib (test)
98.82ROC-AUCFREEDYG + FLASH
Evaluation Results
| Method | Links | |
|---|---|---|
| FREEDYG + FLASHSampling Strategy=FLASH, Base Model=FREEDYG, Historical Neighbors=22025.04 | 98.82 | |
| TGN + FLASHSampling Strategy=FLASH, Base Model=TGN, Historical Neighbors=22025.04 | 98.62 | |
| TGN + Trunc.Sampling Strategy=Truncated, Base Model=TGN, Historical Neighbors=22025.04 | 98.48 | |
| TGN + Uni.Sampling Strategy=Uniform, Base Model=TGN, Historical Neighbors=22025.04 | 98.39 | |
| TGN + NLBSampling Strategy=NLB, Base Model=TGN, Historical Neighbors=22025.04 | 98.23 | |
| FREEDYG + Uni.Sampling Strategy=Uniform, Base Model=FREEDYG, Historical Neighbors=22025.04 | 98.12 | |
| FREEDYG + Trunc.Sampling Strategy=Truncated, Base Model=FREEDYG, Historical Neighbors=22025.04 | 98.11 | |
| FREEDYG + NLBSampling Strategy=NLB, Base Model=FREEDYG, Historical Neighbors=22025.04 | 98.09 | |
| TGN + TASERSampling Strategy=TASER, Base Model=TGN, Historical Neighbors=22025.04 | 98.07 | |
| DYGFORMER + FLASHSampling Strategy=FLASH, Base Model=DYGFORMER, Historical Neighbors=22025.04 | 97.67 | |
| FREEDYG + TASERSampling Strategy=TASER, Base Model=FREEDYG, Historical Neighbors=22025.04 | 97.49 | |
| GRAPHMIXER + FLASHSampling Strategy=FLASH, Base Model=GRAPHMIXER, Historical Neighbors=22025.04 | 97.08 | |
| DYGFORMER + Trunc.Sampling Strategy=Truncated, Base Model=DYGFORMER, Historical Neighbors=22025.04 | 96 | |
| DYGFORMER + Uni.Sampling Strategy=Uniform, Base Model=DYGFORMER, Historical Neighbors=22025.04 | 95.95 | |
| GRAPHMIXER + Trunc.Sampling Strategy=Truncated, Base Model=GRAPHMIXER, Historical Neighbors=22025.04 | 95.76 | |
| DYGFORMER + NLBSampling Strategy=NLB, Base Model=DYGFORMER, Historical Neighbors=22025.04 | 95.72 | |
| GRAPHMIXER + NLBSampling Strategy=NLB, Base Model=GRAPHMIXER, Historical Neighbors=22025.04 | 94.61 | |
| DYGFORMER + TASERSampling Strategy=TASER, Base Model=DYGFORMER, Historical Neighbors=22025.04 | 94.15 | |
| TGAT + FLASHSampling Strategy=FLASH, Base Model=TGAT, Historical Neighbors=22025.04 | 93.36 | |
| TGAT + Trunc.Sampling Strategy=Truncated, Base Model=TGAT, Historical Neighbors=22025.04 | 92.8 | |
| GRAPHMIXER + TASERSampling Strategy=TASER, Base Model=GRAPHMIXER, Historical Neighbors=22025.04 | 92.53 | |
| TGAT + NLBSampling Strategy=NLB, Base Model=TGAT, Historical Neighbors=22025.04 | 89.92 | |
| GRAPHMIXER + Uni.Sampling Strategy=Uniform, Base Model=GRAPHMIXER, Historical Neighbors=22025.04 | 74.98 | |
| TGAT + TASERSampling Strategy=TASER, Base Model=TGAT, Historical Neighbors=22025.04 | 64.76 | |
| TGAT + Uni.Sampling Strategy=Uniform, Base Model=TGAT, Historical Neighbors=22025.04 | 60.97 |