Transductive Future Link Prediction on UCI
98.8APDyG2Vec
Evaluation results
| Method | Links | |
|---|---|---|
| DyG2Vecsplit_setting=Transductive, pre-training=false2022.10 | 98.8 | |
| DyG2Vec2022.10 | 97.6 | |
| FREEDYG + FLASHBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 95.86 | |
| FREEDYG + Trunc.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 95.21 | |
| FREEDYG + Uni.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 95.21 | |
| TGN + FLASHBase TGNN Model=TGN, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 95.17 | |
| FREEDYG + NLBBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 95.17 | |
| NATsplit_setting=Transductive2022.10 | 94.4 | |
| CaWsplit_setting=Transductive2022.10 | 93.9 | |
| TGN + Trunc.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 93.34 | |
| TGN + Uni.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 93.34 | |
| GRAPHMIXER + FLASHBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 93.21 | |
| GraphMixer2022.10 | 93.2 | |
| FREEDYG + TASERBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 93.15 | |
| GRAPHMIXER + Trunc.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 93.14 | |
| DYGFORMER + FLASHBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 92.96 | |
| TGN + NLBBase TGNN Model=TGN, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 92.91 | |
| GRAPHMIXER + NLBBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 92.51 | |
| TGN + TASERBase TGNN Model=TGN, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 89.86 | |
| DYGFORMER + Trunc.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 89.61 | |
| DYGFORMER + Uni.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 89.61 | |
| DYGFORMER + NLBBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 89.12 | |
| GRAPHMIXER + TASERBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 88.59 | |
| DYGFORMER + TASERBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 88.15 | |
| TGAT + FLASHBase TGNN Model=TGAT, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 87.84 | |
| JODIEsplit_setting=Transductive2022.10 | 86.9 | |
| TGNsplit_setting=Transductive2022.10 | 84.3 | |
| TGATsplit_setting=Transductive2022.10 | 83.5 | |
| TGAT + Trunc.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 79.74 | |
| TGAT + NLBBase TGNN Model=TGAT, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 77.8 | |
| GRAPHMIXER + Uni.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 71.27 | |
| TGAT + TASERBase TGNN Model=TGAT, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 70.62 | |
| TGAT + Uni.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 60.42 | |
| DyRepsplit_setting=Transductive2022.10 | 52.4 |