Future edge prediction on MOOC DyGLib (transductive)
90.79APTGN
Evaluation Results
| Method | Links | |
|---|---|---|
| TGNSampling method=FLASH, Historical neighbors=42025.04 | 90.79 | |
| TGNSampling method=NLB, Historical neighbors=42025.04 | 90.77 | |
| TGNSampling method=TASER, Historical neighbors=42025.04 | 90.39 | |
| TGNSampling method=Trunc., Historical neighbors=42025.04 | 90.09 | |
| FREEDYGSampling method=Trunc., Historical neighbors=42025.04 | 86.79 | |
| FREEDYGSampling method=FLASH, Historical neighbors=42025.04 | 86.59 | |
| DYGFORMERSampling method=FLASH, Historical neighbors=42025.04 | 86.03 | |
| DYGFORMERSampling method=Trunc., Historical neighbors=42025.04 | 85.34 | |
| DYGFORMERSampling method=Uni., Historical neighbors=42025.04 | 85.32 | |
| DYGFORMERSampling method=TASER, Historical neighbors=42025.04 | 84.49 | |
| TGNSampling method=Uni., Historical neighbors=42025.04 | 83.92 | |
| DYGFORMERSampling method=NLB, Historical neighbors=42025.04 | 83.52 | |
| FREEDYGSampling method=TASER, Historical neighbors=42025.04 | 82.98 | |
| GRAPHMIXERSampling method=FLASH, Historical neighbors=42025.04 | 81.52 | |
| GRAPHMIXERSampling method=Trunc., Historical neighbors=42025.04 | 81.29 | |
| TGATSampling method=FLASH, Historical neighbors=42025.04 | 80.59 | |
| TGATSampling method=Trunc., Historical neighbors=42025.04 | 80.36 | |
| GRAPHMIXERSampling method=TASER, Historical neighbors=42025.04 | 80.21 | |
| GRAPHMIXERSampling method=NLB, Historical neighbors=42025.04 | 79.69 | |
| TGATSampling method=NLB, Historical neighbors=42025.04 | 77.79 | |
| FREEDYGSampling method=Uni., Historical neighbors=42025.04 | 71.28 | |
| TGATSampling method=TASER, Historical neighbors=42025.04 | 69.09 | |
| GRAPHMIXERSampling method=Uni., Historical neighbors=42025.04 | 67.64 | |
| TGATSampling method=Uni., Historical neighbors=42025.04 | 61.3 |