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ResearchFormerly WizWand

Transductive future link prediction on SocialEvol.

0.987APDyG2Vec
0.5140080.6368040.75960.882396Oct 30, 2022Mar 27, 2023Aug 23, 2023Jan 19, 2024Jun 15, 2024Nov 11, 2024Apr 9, 2025
Updated 4mo ago

Evaluation results

MethodLinks
DyG2Vecsplit_setting=Transductive, pre-training=false2022.100.987
DyG2Vec2022.100.978
TGNsplit_setting=Transductive2022.100.966
CaWsplit_setting=Transductive2022.100.947
NATsplit_setting=Transductive2022.100.944
FREEDYG + FLASHBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.040.9362
GraphMixer2022.100.935
TGN + FLASHBase TGNN Model=TGN, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.040.9343
GRAPHMIXER + FLASHBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.040.9284
DYGFORMER + FLASHBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.040.9241
TGN + TASERBase TGNN Model=TGN, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.040.9224
TGAT + FLASHBase TGNN Model=TGAT, Neighborhood Sampling Strategy=FLASH, Number of historical neighbors=22025.040.9217
TGN + Trunc.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.040.9163
TGN + NLBBase TGNN Model=TGN, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.040.9119
FREEDYG + Trunc.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.040.9088
FREEDYG + TASERBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.040.9084
FREEDYG + NLBBase TGNN Model=FREEDYG, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.040.904
DYGFORMER + TASERBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.040.9009
FREEDYG + Uni.Base TGNN Model=FREEDYG, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.040.8916
DyRepsplit_setting=Transductive2022.100.885
GRAPHMIXER + TASERBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.040.8757
GRAPHMIXER + Trunc.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.040.8709
DYGFORMER + Trunc.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.040.8573
DYGFORMER + Uni.Base TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.040.8571
GRAPHMIXER + NLBBase TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.040.8566
DYGFORMER + NLBBase TGNN Model=DYGFORMER, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.040.854
TGAT + Trunc.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Trunc., Number of historical neighbors=22025.040.8536
JODIEsplit_setting=Transductive2022.100.847
TGAT + NLBBase TGNN Model=TGAT, Neighborhood Sampling Strategy=NLB, Number of historical neighbors=22025.040.8319
TGAT + TASERBase TGNN Model=TGAT, Neighborhood Sampling Strategy=TASER, Number of historical neighbors=22025.040.704
TGN + Uni.Base TGNN Model=TGN, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.040.6552
TGATsplit_setting=Transductive2022.100.631
GRAPHMIXER + Uni.Base TGNN Model=GRAPHMIXER, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.040.5569
TGAT + Uni.Base TGNN Model=TGAT, Neighborhood Sampling Strategy=Uni., Number of historical neighbors=22025.040.5322