Future Edge Prediction on LastFM DyGLib (transductive)
88.95APFREEDYG
Evaluation results
| Method | Links | |
|---|---|---|
| FREEDYGSampling method=FLASH, Historical neighbors=42025.04 | 88.95 | |
| DYGFORMERSampling method=FLASH, Historical neighbors=42025.04 | 87.37 | |
| GRAPHMIXERSampling method=FLASH, Historical neighbors=42025.04 | 86.96 | |
| TGNSampling method=FLASH, Historical neighbors=42025.04 | 86.82 | |
| FREEDYGSampling method=Trunc., Historical neighbors=42025.04 | 83.19 | |
| FREEDYGSampling method=NLB, Historical neighbors=42025.04 | 83.17 | |
| FREEDYGSampling method=TASER, Historical neighbors=42025.04 | 82.99 | |
| DYGFORMERSampling method=Uni., Historical neighbors=42025.04 | 79.34 | |
| DYGFORMERSampling method=Trunc., Historical neighbors=42025.04 | 79.28 | |
| TGNSampling method=Trunc., Historical neighbors=42025.04 | 79.25 | |
| DYGFORMERSampling method=NLB, Historical neighbors=42025.04 | 79.14 | |
| DYGFORMERSampling method=TASER, Historical neighbors=42025.04 | 78.42 | |
| TGNSampling method=TASER, Historical neighbors=42025.04 | 75.66 | |
| TGNSampling method=NLB, Historical neighbors=42025.04 | 75.57 | |
| GRAPHMIXERSampling method=Trunc., Historical neighbors=42025.04 | 74.63 | |
| GRAPHMIXERSampling method=NLB, Historical neighbors=42025.04 | 74.57 | |
| GRAPHMIXERSampling method=TASER, Historical neighbors=42025.04 | 74.23 | |
| FREEDYGSampling method=Uni., Historical neighbors=42025.04 | 70.67 | |
| TGATSampling method=FLASH, Historical neighbors=42025.04 | 68.95 | |
| TGNSampling method=Uni., Historical neighbors=42025.04 | 68.87 | |
| TGATSampling method=Trunc., Historical neighbors=42025.04 | 65.79 | |
| GRAPHMIXERSampling method=Uni., Historical neighbors=42025.04 | 64.71 | |
| TGATSampling method=NLB, Historical neighbors=42025.04 | 63.98 | |
| TGATSampling method=TASER, Historical neighbors=42025.04 | 53.93 | |
| TGATSampling method=Uni., Historical neighbors=42025.04 | 50.79 |