List your company
ResearchFormerly WizWand

Link Prediction on LastFM (inductive) (AUC-ROC)

0.9793AUC-ROCTGFormer
0.541980.6555150.769050.882585Nov 18, 2024Feb 18, 2025May 21, 2025Aug 21, 2025Nov 21, 2025Feb 21, 2026May 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
TGFormerNegative Sampling Strategy (NSS)=Random2026.050.9793
FreeDyGNegative Sampling Strategy (NSS)=Random2026.050.9432
DyGFormerNegative Sampling Strategy (NSS)=Random2026.050.9408
DyGFormerNegative sampling strategy=random2024.110.9287
CAWNNegative Sampling Strategy (NSS)=Random2026.050.8782
CAWNNegative sampling strategy=random2024.110.8507
TGNNegative Sampling Strategy (NSS)=Random2026.050.8261
DyRepNegative Sampling Strategy (NSS)=Random2026.050.8224
JODIENegative sampling strategy=random2024.110.8212
GRNNegative sampling strategy=random2024.110.8211
DyRepNegative sampling strategy=random2024.110.8164
JODIENegative Sampling Strategy (NSS)=Random2026.050.8113
GraphMixerNegative Sampling Strategy (NSS)=Random2026.050.8037
GraphMixerNegative sampling strategy=random2024.110.8035
TGATNegative Sampling Strategy (NSS)=Random2026.050.7699
TGATNegative sampling strategy=random2024.110.7467
TGFormerNegative Sampling Strategy (NSS)=Inductive2026.050.7321
FreeDyGNegative Sampling Strategy (NSS)=Historical2026.050.7263
FreeDyGNegative Sampling Strategy (NSS)=Inductive2026.050.7142
TCLNegative Sampling Strategy (NSS)=Random2026.050.7084
DyGFormerNegative Sampling Strategy (NSS)=Historical2026.050.7073
DyGFormerNegative Sampling Strategy (NSS)=Inductive2026.050.7073
TGFormerNegative Sampling Strategy (NSS)=Historical2026.050.7033
GraphMixerNegative Sampling Strategy (NSS)=Historical2026.050.7007
GraphMixerNegative Sampling Strategy (NSS)=Inductive2026.050.7007
TGATNegative Sampling Strategy (NSS)=Historical2026.050.6989
TGATNegative Sampling Strategy (NSS)=Inductive2026.050.6989
TCLNegative sampling strategy=random2024.110.6983
DyRepNegative Sampling Strategy (NSS)=Historical2026.050.6879
DyRepNegative Sampling Strategy (NSS)=Inductive2026.050.6879
JODIENegative Sampling Strategy (NSS)=Historical2026.050.6844
JODIENegative Sampling Strategy (NSS)=Inductive2026.050.6844
CAWNNegative Sampling Strategy (NSS)=Historical2026.050.6769
CAWNNegative Sampling Strategy (NSS)=Inductive2026.050.6768
TGNNegative Sampling Strategy (NSS)=Historical2026.050.6699
TGNNegative Sampling Strategy (NSS)=Inductive2026.050.6699
TGNNegative sampling strategy=random2024.110.6402
TCLNegative Sampling Strategy (NSS)=Historical2026.050.5588
TCLNegative Sampling Strategy (NSS)=Inductive2026.050.5588