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ResearchFormerly WizWand

Transductive Future Edge Prediction on MOOC

92.75ROC-AUCTGN + FLASH
62.049270.019677.9985.9604Apr 9, 2025
Updated 3mo ago

Evaluation results

MethodLinks
TGN + FLASHBase Model=TGN, Sampling Strategy=FLASH2025.0492.75
TGN + NLBBase model=TGN, Neighborhood sampling method=NLB, Number of historical neighbors=42025.0492.45
TGN + TASERBase Model=TGN, Sampling Strategy=TASER2025.0492.38
TGN + FLASHBase model=TGN, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.0492.26
TGN + TASERBase model=TGN, Neighborhood sampling method=TASER, Number of historical neighbors=42025.0492.16
TGN + Trunc.Base Model=TGN, Sampling Strategy=Truncated2025.0491.92
TGN + Trunc.Base model=TGN, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.0491.77
TGN + NLBBase Model=TGN, Sampling Strategy=NLB2025.0491.71
TGN + Uni.Base model=TGN, Neighborhood sampling method=Uni., Number of historical neighbors=42025.0486.95
FREEDYG + Trunc.Base model=FREEDYG, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.0486.65
TGN + Uni.Base Model=TGN, Sampling Strategy=Uniform2025.0486.32
FREEDYG + FLASHBase model=FREEDYG, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.0486.31
DYGFORMER + FLASHBase model=DYGFORMER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.0485.68
FREEDYG + FLASHBase Model=FREEDYG, Sampling Strategy=FLASH2025.0485.47
DYGFORMER + Trunc.Base model=DYGFORMER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.0484.96
FREEDYG + Trunc.Base Model=FREEDYG, Sampling Strategy=Truncated2025.0484.94
DYGFORMER + Uni.Base model=DYGFORMER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.0484.91
DYGFORMER + TASERBase model=DYGFORMER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.0484.19
FREEDYG + NLBBase Model=FREEDYG, Sampling Strategy=NLB2025.0483.22
FREEDYG + TASERBase model=FREEDYG, Neighborhood sampling method=TASER, Number of historical neighbors=42025.0483.08
DYGFORMER + FLASHBase Model=DYGFORMER, Sampling Strategy=FLASH2025.0482.85
DYGFORMER + NLBBase model=DYGFORMER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.0482.81
GRAPHMIXER + FLASHBase model=GRAPHMIXER, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.0482.67
GRAPHMIXER + Trunc.Base model=GRAPHMIXER, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.0482.61
DYGFORMER + Uni.Base Model=DYGFORMER, Sampling Strategy=Uniform2025.0482.24
DYGFORMER + Trunc.Base Model=DYGFORMER, Sampling Strategy=Truncated2025.0482.23
GRAPHMIXER + FLASHBase Model=GRAPHMIXER, Sampling Strategy=FLASH2025.0481.95
GRAPHMIXER + Trunc.Base Model=GRAPHMIXER, Sampling Strategy=Truncated2025.0481.92
TGAT + FLASHBase model=TGAT, Neighborhood sampling method=FLASH, Number of historical neighbors=42025.0481.52
GRAPHMIXER + TASERBase model=GRAPHMIXER, Neighborhood sampling method=TASER, Number of historical neighbors=42025.0481.44
DYGFORMER + TASERBase Model=DYGFORMER, Sampling Strategy=TASER2025.0481.35
TGAT + Trunc.Base model=TGAT, Neighborhood sampling method=Trunc., Number of historical neighbors=42025.0481.28
TGAT + FLASHBase Model=TGAT, Sampling Strategy=FLASH2025.0481.02
GRAPHMIXER + NLBBase model=GRAPHMIXER, Neighborhood sampling method=NLB, Number of historical neighbors=42025.0480.98
TGAT + Trunc.Base Model=TGAT, Sampling Strategy=Truncated2025.0480.6
DYGFORMER + NLBBase Model=DYGFORMER, Sampling Strategy=NLB2025.0480.52
GRAPHMIXER + TASERBase Model=GRAPHMIXER, Sampling Strategy=TASER2025.0480.24
GRAPHMIXER + NLBBase Model=GRAPHMIXER, Sampling Strategy=NLB2025.0479.89
TGAT + NLBBase model=TGAT, Neighborhood sampling method=NLB, Number of historical neighbors=42025.0478.84
TGAT + NLBBase Model=TGAT, Sampling Strategy=NLB2025.0478.37
FREEDYG + TASERBase Model=FREEDYG, Sampling Strategy=TASER2025.0477.2
FREEDYG + Uni.Base model=FREEDYG, Neighborhood sampling method=Uni., Number of historical neighbors=42025.0473.95
GRAPHMIXER + Uni.Base model=GRAPHMIXER, Neighborhood sampling method=Uni., Number of historical neighbors=42025.0471.54
TGAT + TASERBase model=TGAT, Neighborhood sampling method=TASER, Number of historical neighbors=42025.0470.83
FREEDYG + Uni.Base Model=FREEDYG, Sampling Strategy=Uniform2025.0470.3
TGAT + TASERBase Model=TGAT, Sampling Strategy=TASER2025.0468.92
GRAPHMIXER + Uni.Base Model=GRAPHMIXER, Sampling Strategy=Uniform2025.0468.54
TGAT + Uni.Base model=TGAT, Neighborhood sampling method=Uni., Number of historical neighbors=42025.0464.55
TGAT + Uni.Base Model=TGAT, Sampling Strategy=Uniform2025.0463.23