Transductive future link prediction on SocialEvol.
0.987APDyG2Vec
Evaluation Results
| Method | Links | |
|---|---|---|
| DyG2Vecsplit_setting=Transductive, pre-training=false2022.10 | 0.987 | |
| DyG2Vec2022.10 | 0.978 | |
| TGNsplit_setting=Transductive2022.10 | 0.966 | |
| CaWsplit_setting=Transductive2022.10 | 0.947 | |
| NATsplit_setting=Transductive2022.10 | 0.944 | |
| FREEDYG + FLASHBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 0.9362 | |
| GraphMixer2022.10 | 0.935 | |
| TGN + FLASHBase TGNN Model=TGN, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 0.9343 | |
| GRAPHMIXER + FLASHBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 0.9284 | |
| DYGFORMER + FLASHBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 0.9241 | |
| TGN + TASERBase TGNN Model=TGN, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 0.9224 | |
| TGAT + FLASHBase TGNN Model=TGAT, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.04 | 0.9217 | |
| TGN + Trunc.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 0.9163 | |
| TGN + NLBBase TGNN Model=TGN, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 0.9119 | |
| FREEDYG + Trunc.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 0.9088 | |
| FREEDYG + TASERBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 0.9084 | |
| FREEDYG + NLBBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 0.904 | |
| DYGFORMER + TASERBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 0.9009 | |
| FREEDYG + Uni.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 0.8916 | |
| DyRepsplit_setting=Transductive2022.10 | 0.885 | |
| GRAPHMIXER + TASERBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 0.8757 | |
| GRAPHMIXER + Trunc.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 0.8709 | |
| DYGFORMER + Trunc.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 0.8573 | |
| DYGFORMER + Uni.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 0.8571 | |
| GRAPHMIXER + NLBBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 0.8566 | |
| DYGFORMER + NLBBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 0.854 | |
| TGAT + Trunc.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.04 | 0.8536 | |
| JODIEsplit_setting=Transductive2022.10 | 0.847 | |
| TGAT + NLBBase TGNN Model=TGAT, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.04 | 0.8319 | |
| TGAT + TASERBase TGNN Model=TGAT, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.04 | 0.704 | |
| TGN + Uni.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 0.6552 | |
| TGATsplit_setting=Transductive2022.10 | 0.631 | |
| GRAPHMIXER + Uni.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 0.5569 | |
| TGAT + Uni.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.04 | 0.5322 |