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ResearchFormerly WizWand

Dynamic Link Prediction on UN Vote

84.89APEdgeBank
49.249258.502167.75577.0079Mar 23, 2023Jul 2, 2023Oct 11, 2023Jan 20, 2024Apr 30, 2024Aug 9, 2024Nov 18, 2024
Updated 7mo ago

Evaluation results

MethodLinks
EdgeBankNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0384.89
GRNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1183.09
JODIENegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0370.02
TGNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0369.37
DyRepNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0369.3
JODIENegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0367.79
TGNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0367.63
DyRepNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0367.53
EdgeBankNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0366.3
TGNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0365.72
JODIENegative Sampling Strategy=random, Evaluation Setting=transductive2023.0363.91
JODIEEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1163.12
DyRepNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0362.81
DyGFormerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0360.84
DyRepEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1160.17
EdgeBankNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0358.49
EdgeBankEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1158.49
TGNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1157.15
DyGFormerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0355.55
DyGFormerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1153.13
TGATNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0352.96
TGATNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0352.89
CAWNNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0352.84
TCLNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0352.3
TGATNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0352.21
CAWNNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0352.19
TGATEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1152.13
GraphMixerNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0352.11
DyGFormerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0351.91
TCLNegative Sampling Strategy=random, Evaluation Setting=transductive2023.0351.9
CAWNEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1151.82
GraphMixerNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0351.6
GraphMixerEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1151.45
TCLEvaluation Mode=Transductive, Sampling Strategy=random negative sampling2024.1151.35
CAWNNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0351.26
GraphMixerNegative Sampling Strategy=historical, Evaluation Setting=transductive2023.0351.2
TCLNegative Sampling Strategy=inductive, Evaluation Setting=transductive2023.0350.62