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ResearchFormerly WizWand

Dynamic Link Prediction on Flights

98.91APDyGFormer
63.352472.583781.81591.0463Mar 23, 2023
Updated 8mo ago

Evaluation results

MethodLinks
DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0398.91—
CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0398.51—
TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0397.95—
JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.0395.6—
DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0395.29—
TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0394.03—
TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0391.23—
GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0390.99—
EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0389.35—
EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0381.08—
TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0375.48—
GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0374.87—
TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0374.62—
TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0372.38—
GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0371.47—
TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0371.09—
DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0370.92—
TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0370.68—
DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0370.57—
EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0370.53—
CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0369.18—
JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0369.07—
DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0367.61—
TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0366.7—
DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0366.59—
JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0366.48—
CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0364.72—
CAWNNegative Sampling Strategy=historical2026.03—66.11
CAWNNegative Sampling Strategy=inductive2026.03—69.7
DyGFormerNegative Sampling Strategy=historical2026.03—68.09
DyGFormerNegative Sampling Strategy=inductive2026.03—69.53
DyRepNegative Sampling Strategy=historical2026.03—69.43
DyRepNegative Sampling Strategy=inductive2026.03—71.13
EdgeBankNegative Sampling Strategy=historical2026.03—74.64
EdgeBankNegative Sampling Strategy=inductive2026.03—81.1
FreeDyGNegative Sampling Strategy=historical2026.03—68.57
FreeDyGNegative Sampling Strategy=inductive2026.03—64.26
GraphMixerNegative Sampling Strategy=historical2026.03—70.37
GraphMixerNegative Sampling Strategy=inductive2026.03—72.21
JODIENegative Sampling Strategy=historical2026.03—68.97
JODIENegative Sampling Strategy=inductive2026.03—69.99
TCLNegative Sampling Strategy=historical2026.03—70.57
TCLNegative Sampling Strategy=inductive2026.03—72.54
TFWaveFormerNegative Sampling Strategy=historical2026.03—68.63
TFWaveFormerNegative Sampling Strategy=inductive2026.03—71.11
TGATNegative Sampling Strategy=historical2026.03—72.2
TGATNegative Sampling Strategy=inductive2026.03—73.47
TGNNegative Sampling Strategy=historical2026.03—68.39
TGNNegative Sampling Strategy=inductive2026.03—71.63