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Link Prediction on PB (Hits@50)

52.55Hits@50MPLP
36.606840.745944.88549.0241Sep 2, 2023Feb 13, 2024Jul 27, 2024Jan 8, 2025Jun 22, 2025Dec 4, 2025May 18, 2026

Evaluation results

MethodLinks
MPLP2023.0952.55
MPLPSupervision=Supervised, Source=MPLP reported2026.0552.55
L-GRACEAugmentation Strategy=random2026.0551.98
MPLP+features=walk-level2023.0951.81
MPLP+Supervision=Supervised, Source=MPLP reported2026.0551.81
GCNSupervision=Supervised2026.0550.94
L-GRACEAugmentation Strategy=optim2026.0550.51
GRACEAugmentation Strategy=optim2026.0549.56
CSGCLAugmentation Strategy=optim2026.0549.42
BGRLAugmentation Strategy=optim2026.0549
GRACEAugmentation Strategy=random2026.0548.03
CSGCLAugmentation Strategy=random2026.0547.92
L-BGRLAugmentation Strategy=random2026.0547.72
L-BGRLAugmentation Strategy=optim2026.0547.68
SAGE2023.0947.26
BGRLAugmentation Strategy=random2026.0547.24
ELPH2023.0946.91
ELPHSupervision=Supervised, Source=MPLP reported2026.0546.91
NCNC2023.0946.85
NCNCSupervision=Supervised, Source=MPLP reported2026.0546.85
SEAL2023.0944.47
SEALSupervision=Supervised, Source=MPLP reported2026.0544.47
Neo-GNN2023.0944.04
AA2023.0939.48
RA2023.0938.94
GCN2023.0937.32
GCNSupervision=Supervised, Source=MPLP reported2026.0537.32
CN2023.0937.22