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Link Prediction on C.ele (Hits@50)

74.28Hits@50MPLP
39.33648.40857.4866.552Sep 2, 2023Feb 13, 2024Jul 27, 2024Jan 8, 2025Jun 22, 2025Dec 4, 2025May 18, 2026

Evaluation results

MethodLinks
MPLP2023.0974.28
MPLPSupervision=Supervised, Source=MPLP reported2026.0574.28
L-GRACEAugmentation Strategy=optim2026.0572.89
GRACEAugmentation Strategy=optim2026.0572.75
MPLP+features=walk-level2023.0972.73
MPLP+Supervision=Supervised, Source=MPLP reported2026.0572.73
GRACEAugmentation Strategy=random2026.0572.1
CSGCLAugmentation Strategy=optim2026.0571.7
L-BGRLAugmentation Strategy=optim2026.0571.03
L-GRACEAugmentation Strategy=random2026.0570.56
BGRLAugmentation Strategy=optim2026.0570.51
CSGCLAugmentation Strategy=random2026.0570.09
BGRLAugmentation Strategy=random2026.0567.41
L-BGRLAugmentation Strategy=random2026.0565.52
SEAL2023.0964.8
SEALSupervision=Supervised, Source=MPLP reported2026.0564.8
ELPH2023.0964.45
ELPHSupervision=Supervised, Source=MPLP reported2026.0564.45
GCNSupervision=Supervised2026.0563.61
Neo-GNN2023.0963.22
RA2023.0961.47
NCNC2023.0960.49
NCNCSupervision=Supervised, Source=MPLP reported2026.0560.49
SAGE2023.0958.97
AA2023.0958.34
CN2023.0947.67
GCN2023.0940.68
GCNSupervision=Supervised, Source=MPLP reported2026.0540.68