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Benchmarks
Single-Source Shortest Paths (SSSP) Prediction on Synthetic (test)
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-4.6321
Log10(MSE)
MP-SSM
-4.85538
-3.34824
-1.8411
-0.33396
May 24, 2025
Log10(MSE)
Updated 7d ago
Evaluation Results
Method
Method
Links
Log10(MSE)
MP-SSM
Architecture Type=Ours
2025.05
-4.6321
GPS
Architecture Type=Tran...
2025.05
-3.599
A-DGN
Architecture Type=MPNNs
2025.05
-3.2417
GraphCON
Architecture Type=MPNNs
2025.05
-1.3836
GCNII
Architecture Type=MPNNs
2025.05
-1.1329
GIN
Architecture Type=MPNNs
2025.05
-0.5408
DGC
Architecture Type=MPNNs
2025.05
-0.1483
GRAND
Architecture Type=MPNNs
2025.05
-0.0942
GraphSAGE
Architecture Type=MPNNs
2025.05
0.2863
GAT
Architecture Type=MPNNs
2025.05
0.6951
GCN
Architecture Type=MPNNs
2025.05
0.9499
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