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Link prediction on Power (Hits@50)

36.22Hits@50CSGCL
5.716813.635921.55529.4741Sep 2, 2023Feb 13, 2024Jul 27, 2024Jan 8, 2025Jun 22, 2025Dec 4, 2025May 18, 2026

Evaluation results

MethodLinks
CSGCLAugmentation Strategy=optim2026.0536.22
GRACEAugmentation Strategy=optim2026.0536.15
BGRLAugmentation Strategy=optim2026.0535.34
CSGCLAugmentation Strategy=random2026.0535.08
L-GRACEAugmentation Strategy=optim2026.0535.08
L-BGRLAugmentation Strategy=optim2026.0534.94
MPLP2023.0932.66
MPLPSupervision=Supervised, Source=MPLP reported2026.0532.66
GRACEAugmentation Strategy=random2026.0532.15
MPLP+features=walk-level2023.0931.86
MPLP+Supervision=Supervised, Source=MPLP reported2026.0531.86
SEAL2023.0931.46
SEALSupervision=Supervised, Source=MPLP reported2026.0531.46
L-GRACEAugmentation Strategy=random2026.0530.58
GCNSupervision=Supervised2026.0530.37
ELPH2023.0926.61
ELPHSupervision=Supervised, Source=MPLP reported2026.0526.61
BGRLAugmentation Strategy=random2026.0525.67
L-BGRLAugmentation Strategy=random2026.0523.66
NCNC2023.0923.28
NCNCSupervision=Supervised, Source=MPLP reported2026.0523.28
Neo-GNN2023.0921.98
GCN2023.0915.4
GCNSupervision=Supervised, Source=MPLP reported2026.0515.4
CN2023.0911.57
AA2023.0911.57
RA2023.0911.57
SAGE2023.096.89