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Link Prediction on NS (Hits@50)

90.02Hits@50MPLP
55.28464.30273.3282.338Sep 2, 2023Feb 13, 2024Jul 27, 2024Jan 8, 2025Jun 22, 2025Dec 4, 2025May 18, 2026

Evaluation results

MethodLinks
MPLP2023.0990.02
MPLPSupervision=Supervised, Source=MPLP reported2026.0590.02
MPLP+features=walk-level2023.0988.91
MPLP+Supervision=Supervised, Source=MPLP reported2026.0588.91
ELPH2023.0988.49
ELPHSupervision=Supervised, Source=MPLP reported2026.0588.49
SEAL2023.0986.59
SEALSupervision=Supervised, Source=MPLP reported2026.0586.59
L-BGRLAugmentation Strategy=optim2026.0585
Neo-GNN2023.0983.54
BGRLAugmentation Strategy=optim2026.0583.47
L-GRACEAugmentation Strategy=optim2026.0583.34
NCNC2023.0983.18
NCNCSupervision=Supervised, Source=MPLP reported2026.0583.18
CSGCLAugmentation Strategy=optim2026.0582.45
GRACEAugmentation Strategy=optim2026.0582.24
CSGCLAugmentation Strategy=random2026.0581.73
GCNSupervision=Supervised2026.0580.91
L-GRACEAugmentation Strategy=random2026.0580.8
CN2023.0980.52
BGRLAugmentation Strategy=random2026.0580.49
L-BGRLAugmentation Strategy=random2026.0580.02
GRACEAugmentation Strategy=random2026.0579.84
GCN2023.0978.32
GCNSupervision=Supervised, Source=MPLP reported2026.0578.32
AA2023.0974
RA2023.0974
SAGE2023.0956.62