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ResearchFormerly WizWand

Link Prediction on UCI (inductive)

98.06APDiffDyG
41.525656.202870.8885.5572Sep 29, 2022May 7, 2023Dec 14, 2023Jul 22, 2024Feb 27, 2025Oct 6, 2025May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DiffDyGNegative Sampling Strategy=Random2026.0598.06
DyG2Vecsplit_setting=Inductive, pre-training=false2022.1097.9
TIDFormerNegative Sampling Strategy=Random2026.0595.95
RepeatMixerNegative Sampling Strategy=Random2026.0595.04
CNENNegative Sampling Strategy=Random2026.0595.03
CoDCLBackbone Architecture=CorDGT, Evaluation Protocol=CoDCL2026.0194.82
CoDCLBackbone Architecture=FreeDyG, Evaluation Protocol=CoDCL2026.0194.78
CorDGTBackbone Architecture=CorDGT, Evaluation Protocol=Backbone2026.0194.7
DyGFormerBackbone Architecture=DyGFormer, Evaluation Protocol=Backbone2026.0194.54
FreeDyGBackbone Architecture=FreeDyG, Evaluation Protocol=Backbone2026.0194.5
CoDCLBackbone Architecture=DyGFormer, Evaluation Protocol=CoDCL2026.0194.49
DyGFormerNegative Sampling Strategy=Random2026.0594.14
PINTsetting=inductive, relative positional features=true2022.0993.97
DyGFormerSampling Strategy=random negative sampling2024.1193.78
CaWsplit_setting=Inductive2022.1093.1
CAWNEvaluation Protocol=Baseline2026.0192.73
CAWNNegative Sampling Strategy=Random2026.0592.73
NATsplit_setting=Inductive2022.1092.6
CAWsetting=inductive2022.0992.56
GraphMixerEvaluation Protocol=Baseline2026.0191.19
GraphMixerNegative Sampling Strategy=Random2026.0591.19
PINTsetting=inductive, relative positional features=false2022.0990.25
GraphMixerSampling Strategy=random negative sampling2024.1190.16
CAWNSampling Strategy=random negative sampling2024.1189.8
TGNEvaluation Protocol=Baseline2026.0188.12
TGNNegative Sampling Strategy=Random2026.0588.12
TCLEvaluation Protocol=Baseline2026.0187.36
TCLNegative Sampling Strategy=Random2026.0587.36
DiffDyGNegative Sampling Strategy=Historical2026.0586.27
DiffDyGNegative Sampling Strategy=Inductive2026.0586.27
TIDFormerNegative Sampling Strategy=Historical2026.0586.11
TIDFormerNegative Sampling Strategy=Inductive2026.0586.11
RepeatMixerNegative Sampling Strategy=Inductive2026.0585.53
RepeatMixerNegative Sampling Strategy=Historical2026.0585.52
TGATsplit_setting=Inductive2022.1082
TCLSampling Strategy=random negative sampling2024.1182
GraphMixerNegative Sampling Strategy=Historical2026.0581.66
GraphMixerNegative Sampling Strategy=Inductive2026.0581.64
TGNSampling Strategy=random negative sampling2024.1181.62
JODIEEvaluation Protocol=Baseline2026.0179.86
TGATSampling Strategy=random negative sampling2024.1179.7
TGATNegative Sampling Strategy=Random2026.0579.54
JODIEsplit_setting=Inductive2022.1079.1
TGNsplit_setting=Inductive2022.1079.1
TCLNegative Sampling Strategy=Historical2026.0576.71
TCLNegative Sampling Strategy=Inductive2026.0576.65
GRNSampling Strategy=random negative sampling2024.1175.27
Jodiesetting=inductive2022.0975.26
TGN-Attsetting=inductive2022.0974.7
JODIESampling Strategy=random negative sampling2024.1173.94
DyGFormerNegative Sampling Strategy=Historical2026.0572.13
DyGFormerNegative Sampling Strategy=Inductive2026.0572.13
TGNNegative Sampling Strategy=Historical2026.0570.78
TGNNegative Sampling Strategy=Inductive2026.0570.73
TGATsetting=inductive2022.0970.54
TGATNegative Sampling Strategy=Historical2026.0570.52
TGATNegative Sampling Strategy=Inductive2026.0570.49
CNENNegative Sampling Strategy=Inductive2026.0570.24
CNENNegative Sampling Strategy=Historical2026.0570.23
CAWNNegative Sampling Strategy=Historical2026.0564.54
CAWNNegative Sampling Strategy=Inductive2026.0564.54
DyRepEvaluation Protocol=Baseline2026.0157.48
DyRepsetting=inductive2022.0950.96
DyRepSampling Strategy=random negative sampling2024.1149.55
DyRepsplit_setting=Inductive2022.1043.7