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ResearchFormerly WizWand

Dynamic Link Prediction on UCI (transductive)

97.44APTIDFormer
53.08464.599576.11587.6305May 31, 2025Jul 31, 2025Sep 30, 2025Dec 1, 2025Jan 31, 2026Apr 2, 2026Jun 3, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TIDFormerNegative Sampling Strategy=random2025.0597.44
TPNetNegative Sampling Strategy=random2025.0597.35
RepeatMixerNegative Sampling Strategy=random2025.0596.74
FreeDyGNegative Sampling Strategy=random2025.0596.28
FreeDyGNSS=rnd2026.0696.28
DyG-MambaNSS=rnd2026.0696.14
DyGFormerNegative Sampling Strategy=random2025.0595.79
CAWNNegative Sampling Strategy=random2025.0595.18
GraphMixerNegative Sampling Strategy=random2025.0593.25
TGNNegative Sampling Strategy=random2025.0592.34
CTDG-SSMNSS=INS2026.0691.44
CTDG-SSMNSS=ind2026.0691.44
CTDG-SSMNSS=RNS2026.0690.18
CTDG-SSMNSS=rnd2026.0690.18
TIDFormerNegative Sampling Strategy=historical2025.0589.57
JODIENegative Sampling Strategy=random2025.0589.43
CTDG-SSMNSS=HNS2026.0688.87
CTDG-SSMNSS=hist2026.0688.87
RepeatMixerNegative Sampling Strategy=historical2025.0587.23
TPNetNegative Sampling Strategy=historical2025.0586.34
FreeDyGNegative Sampling Strategy=historical2025.0586.1
FreeDyGNSS=hist2026.0686.1
TIDFormerNegative Sampling Strategy=inductive2025.0585.81
RepeatMixerNegative Sampling Strategy=inductive2025.0584.2
GraphMixerNegative Sampling Strategy=historical2025.0584.11
FreeDyGNegative Sampling Strategy=inductive2025.0582.35
FreeDyGNSS=ind2026.0682.35
DyGFormerNegative Sampling Strategy=historical2025.0582.17
DyG-MambaNSS=hist2026.0681.36
TGNNegative Sampling Strategy=historical2025.0580.43
GraphMixerNegative Sampling Strategy=inductive2025.0580.1
TGATNegative Sampling Strategy=random2025.0579.63
DyG-MambaNSS=ind2026.0677.75
TPNetNegative Sampling Strategy=inductive2025.0577.26
EdgebankNSS=rnd2026.0676.2
JODIENegative Sampling Strategy=historical2025.0575.24
DyGFormerNegative Sampling Strategy=inductive2025.0572.25
TGNNegative Sampling Strategy=inductive2025.0570.94
TGATNegative Sampling Strategy=inductive2025.0568.67
TGATNegative Sampling Strategy=historical2025.0568.27
JODIENegative Sampling Strategy=inductive2025.0565.99
EdgebankNSS=hist2026.0665.5
CAWNNegative Sampling Strategy=historical2025.0565.3
DyRepNegative Sampling Strategy=random2025.0565.14
CAWNNegative Sampling Strategy=inductive2025.0564.61
EdgebankNSS=ind2026.0657.43
DyRepNegative Sampling Strategy=historical2025.0555.1
DyRepNegative Sampling Strategy=inductive2025.0554.79