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Dynamic Link Prediction on Flights transductive v1 (test)

98.98AUC-ROCDyGMamba
64.795273.670182.54591.4199Jun 3, 2026

Evaluation results

MethodLinks
DyGMambaNegative Sampling Strategy=rnd2026.0698.98
DyGFormerNegative Sampling Strategy=rnd2026.0698.93
CTDG-SSMNegative Sampling Strategy=rnd2026.0698.53
CAWNNegative Sampling Strategy=rnd2026.0698.45
TGNNegative Sampling Strategy=rnd2026.0698.22
JODIENegative Sampling Strategy=rnd2026.0696.21
DyRepNegative Sampling Strategy=rnd2026.0695.95
TGATNegative Sampling Strategy=rnd2026.0694.13
TCLNegative Sampling Strategy=rnd2026.0691.21
GraphMixerNegative Sampling Strategy=rnd2026.0691.13
EdgebankNegative Sampling Strategy=rnd2026.0690.23
CTDG-SSMNegative Sampling Strategy=hist2026.0690.1
CTDG-SSMNegative Sampling Strategy=ind2026.0689.25
EdgebankNegative Sampling Strategy=ind2026.0681.1
EdgebankNegative Sampling Strategy=hist2026.0674.64
TGATNegative Sampling Strategy=ind2026.0673.47
TCLNegative Sampling Strategy=ind2026.0672.54
GraphMixerNegative Sampling Strategy=ind2026.0672.21
TGATNegative Sampling Strategy=hist2026.0672.2
TGNNegative Sampling Strategy=ind2026.0671.63
DyGMambaNegative Sampling Strategy=ind2026.0671.16
DyRepNegative Sampling Strategy=ind2026.0671.13
TCLNegative Sampling Strategy=hist2026.0670.57
GraphMixerNegative Sampling Strategy=hist2026.0670.37
JODIENegative Sampling Strategy=ind2026.0669.99
CAWNNegative Sampling Strategy=ind2026.0669.7
DyGFormerNegative Sampling Strategy=ind2026.0669.53
DyRepNegative Sampling Strategy=hist2026.0669.43
DyGMambaNegative Sampling Strategy=hist2026.0668.98
JODIENegative Sampling Strategy=hist2026.0668.97
TGNNegative Sampling Strategy=hist2026.0668.39
DyGFormerNegative Sampling Strategy=hist2026.0668.09
CAWNNegative Sampling Strategy=hist2026.0666.11