Transductive Future Link Prediction on Wikipedia
99.5APDyG2Vec
Evaluation results
| Method | Links | |
|---|---|---|
| DyG2Vecsplit_setting=Transductive, pre-training=false2022.10 | 99.5 | |
| DyG2Vec2022.10 | 99.2 | |
| FREEDYG + FLASHBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 98.94 | |
| TGN + FLASHBase TGNN Model=TGN, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 98.73 | |
| NATsplit_setting=Transductive2022.10 | 98.7 | |
| TGNsplit_setting=Transductive2022.10 | 98.6 | |
| TGN + Trunc.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 98.55 | |
| TGN + Uni.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 98.49 | |
| FREEDYG + Trunc.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 98.35 | |
| FREEDYG + Uni.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 98.33 | |
| FREEDYG + NLBBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 98.33 | |
| TGN + NLBBase TGNN Model=TGN, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 98.31 | |
| DYGFORMER + FLASHBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 98.17 | |
| TGN + TASERBase TGNN Model=TGN, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 98.15 | |
| FREEDYG + TASERBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 97.94 | |
| CaWsplit_setting=Transductive2022.10 | 97.6 | |
| GRAPHMIXER + FLASHBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 97.51 | |
| GraphMixer2022.10 | 97.4 | |
| DYGFORMER + Trunc.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 96.91 | |
| DYGFORMER + Uni.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 96.87 | |
| TGATsplit_setting=Transductive2022.10 | 96.8 | |
| DYGFORMER + NLBBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 96.74 | |
| GRAPHMIXER + Trunc.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 96.23 | |
| JODIEsplit_setting=Transductive2022.10 | 95.6 | |
| DyRepsplit_setting=Transductive2022.10 | 95.5 | |
| DYGFORMER + TASERBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 95.47 | |
| GRAPHMIXER + NLBBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 95.09 | |
| TGAT + FLASHBase TGNN Model=TGAT, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 94.67 | |
| TGAT + Trunc.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 94.05 | |
| GRAPHMIXER + TASERBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 93.27 | |
| TGAT + NLBBase TGNN Model=TGAT, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 91.49 | |
| GRAPHMIXER + Uni.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 77.06 | |
| TGAT + TASERBase TGNN Model=TGAT, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 67.78 | |
| TGAT + Uni.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 62.6 |