Future edge prediction on UCI DyGLib (transductive)
96.43APFREEDYG
Evaluation results
| Method | Links | |
|---|---|---|
| FREEDYGSampling method=FLASH, Historical neighbors=42025.04 | 96.43 | |
| FREEDYGSampling method=NLB, Historical neighbors=42025.04 | 96.13 | |
| FREEDYGSampling method=Trunc., Historical neighbors=42025.04 | 95.68 | |
| DYGFORMERSampling method=FLASH, Historical neighbors=42025.04 | 94.6 | |
| FREEDYGSampling method=TASER, Historical neighbors=42025.04 | 94.46 | |
| TGNSampling method=FLASH, Historical neighbors=42025.04 | 94.4 | |
| DYGFORMERSampling method=Trunc., Historical neighbors=42025.04 | 93.53 | |
| TGNSampling method=Trunc., Historical neighbors=42025.04 | 93.19 | |
| DYGFORMERSampling method=Uni., Historical neighbors=42025.04 | 93.15 | |
| GRAPHMIXERSampling method=Trunc., Historical neighbors=42025.04 | 92.86 | |
| TGNSampling method=NLB, Historical neighbors=42025.04 | 92.72 | |
| DYGFORMERSampling method=NLB, Historical neighbors=42025.04 | 92.72 | |
| GRAPHMIXERSampling method=FLASH, Historical neighbors=42025.04 | 92.62 | |
| TGNSampling method=TASER, Historical neighbors=42025.04 | 92.59 | |
| DYGFORMERSampling method=TASER, Historical neighbors=42025.04 | 92.35 | |
| GRAPHMIXERSampling method=NLB, Historical neighbors=42025.04 | 91.64 | |
| GRAPHMIXERSampling method=TASER, Historical neighbors=42025.04 | 90.71 | |
| TGNSampling method=Uni., Historical neighbors=42025.04 | 88.78 | |
| FREEDYGSampling method=Uni., Historical neighbors=42025.04 | 87.25 | |
| TGATSampling method=FLASH, Historical neighbors=42025.04 | 79.75 | |
| TGATSampling method=Trunc., Historical neighbors=42025.04 | 78.94 | |
| TGATSampling method=NLB, Historical neighbors=42025.04 | 77.88 | |
| TGATSampling method=TASER, Historical neighbors=42025.04 | 73 | |
| GRAPHMIXERSampling method=Uni., Historical neighbors=42025.04 | 71.33 | |
| TGATSampling method=Uni., Historical neighbors=42025.04 | 65.55 |