Future Link Prediction on Wikipedia (inductive)
99.2APDyG2Vec
Evaluation Results
| Method | Links | |
|---|---|---|
| DyG2Vecsplit_setting=Inductive, pre-training=false2022.10 | 99.2 | |
| FREEDYG + FLASHBackbone=FREEDYG, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 98.73 | |
| NATsplit_setting=Inductive2022.10 | 98.6 | |
| FREEDYG + Trunc.Backbone=FREEDYG, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 98.44 | |
| FREEDYG + NLBBackbone=FREEDYG, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 98.44 | |
| FREEDYGSampling Strategy=FLASH, Historical Neighbors=22025.04 | 98.43 | |
| DYGFORMER + FLASHBackbone=DYGFORMER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 98.39 | |
| FREEDYG + TASERBackbone=FREEDYG, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 98.32 | |
| TGN + FLASHBackbone=TGN, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 98.06 | |
| TGNSampling Strategy=FLASH, Historical Neighbors=22025.04 | 97.95 | |
| DYGFORMER + Trunc.Backbone=DYGFORMER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 97.94 | |
| DYGFORMER + NLBBackbone=DYGFORMER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 97.94 | |
| DYGFORMER + Uni.Backbone=DYGFORMER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 97.9 | |
| TGN + Trunc.Backbone=TGN, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 97.86 | |
| TGNSampling Strategy=Trunc., Historical Neighbors=22025.04 | 97.73 | |
| FREEDYGSampling Strategy=Trunc., Historical Neighbors=22025.04 | 97.71 | |
| CaWsplit_setting=Inductive2022.10 | 97.7 | |
| FREEDYGSampling Strategy=Uni., Historical Neighbors=22025.04 | 97.7 | |
| TGNSampling Strategy=Uni., Historical Neighbors=22025.04 | 97.69 | |
| FREEDYGSampling Strategy=NLB, Historical Neighbors=22025.04 | 97.66 | |
| TGN + NLBBackbone=TGN, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 97.62 | |
| TGN + TASERBackbone=TGN, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 97.49 | |
| DYGFORMERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 97.48 | |
| TGNSampling Strategy=NLB, Historical Neighbors=22025.04 | 97.46 | |
| TGNsplit_setting=Inductive2022.10 | 97.4 | |
| FREEDYG + Uni.Backbone=FREEDYG, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 97.31 | |
| TGNSampling Strategy=TASER, Historical Neighbors=22025.04 | 97.22 | |
| FREEDYGSampling Strategy=TASER, Historical Neighbors=22025.04 | 97.2 | |
| DYGFORMER + TASERBackbone=DYGFORMER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 97.05 | |
| GRAPHMIXER + FLASHBackbone=GRAPHMIXER, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 96.7 | |
| GRAPHMIXERSampling Strategy=FLASH, Historical Neighbors=22025.04 | 96.59 | |
| DYGFORMERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 96.34 | |
| DYGFORMERSampling Strategy=Uni., Historical Neighbors=22025.04 | 96.31 | |
| DYGFORMERSampling Strategy=NLB, Historical Neighbors=22025.04 | 96.09 | |
| GRAPHMIXER + Trunc.Backbone=GRAPHMIXER, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 95.92 | |
| TGN + Uni.Backbone=TGN, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 95.79 | |
| TGATsplit_setting=Inductive2022.10 | 95.4 | |
| GRAPHMIXERSampling Strategy=Trunc., Historical Neighbors=22025.04 | 95.28 | |
| TGAT + FLASHBackbone=TGAT, Sampling Strategy=FLASH, Historical Neighbors=42025.04 | 95.02 | |
| GRAPHMIXER + NLBBackbone=GRAPHMIXER, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 94.93 | |
| DYGFORMERSampling Strategy=TASER, Historical Neighbors=22025.04 | 94.71 | |
| GRAPHMIXER + TASERBackbone=GRAPHMIXER, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 94.5 | |
| TGAT + Trunc.Backbone=TGAT, Sampling Strategy=Trunc., Historical Neighbors=42025.04 | 94.42 | |
| GRAPHMIXERSampling Strategy=NLB, Historical Neighbors=22025.04 | 93.71 | |
| TGATSampling Strategy=FLASH, Historical Neighbors=22025.04 | 93.6 | |
| TGATSampling Strategy=Trunc., Historical Neighbors=22025.04 | 93.25 | |
| GRAPHMIXERSampling Strategy=TASER, Historical Neighbors=22025.04 | 91.55 | |
| TGAT + NLBBackbone=TGAT, Sampling Strategy=NLB., Historical Neighbors=42025.04 | 91.3 | |
| TGATSampling Strategy=NLB, Historical Neighbors=22025.04 | 90.18 | |
| JODIEsplit_setting=Inductive2022.10 | 89.1 | |
| DyRepsplit_setting=Inductive2022.10 | 89 | |
| GRAPHMIXER + Uni.Backbone=GRAPHMIXER, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 83.13 | |
| GRAPHMIXERSampling Strategy=Uni., Historical Neighbors=22025.04 | 76.13 | |
| TGAT + TASERBackbone=TGAT, Sampling Strategy=TASER, Historical Neighbors=42025.04 | 74.83 | |
| TGAT + Uni.Backbone=TGAT, Sampling Strategy=Uni., Historical Neighbors=42025.04 | 70.2 | |
| TGATSampling Strategy=TASER, Historical Neighbors=22025.04 | 64.59 | |
| TGATSampling Strategy=Uni., Historical Neighbors=22025.04 | 60.92 |