Node-pair distance prediction on Regular Directed Graph (test)
0.546RMSE (spd)MagLap-Multi-q
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MagLap-Multi-qPE processing=SPE2024.07 | 0.546 | 1.1 | 0.074 | |
| MagLap-1q (best q)PE processing=SPE2024.07 | 1.533 | 1.493 | 0.132 | |
| MagLap-1q (q=0.1)PE processing=SPE2024.07 | 1.62 | 1.547 | 0.133 | |
| MagLap-Multi-qPE processing=Naive2024.07 | 1.708 | 1.661 | 0.257 | |
| MagLap-1q (q=0.1)PE processing=Naive2024.07 | 1.826 | 1.76 | 0.311 | |
| MagLap-Multi-qPE processing=SignNet2024.07 | 1.906 | 1.784 | 0.377 | |
| MagLap-1q (q=0.1)PE processing=SignNet2024.07 | 2.048 | 1.881 | 0.413 | |
| LapPE processing=SignNet2024.07 | 2.064 | 1.9 | 0.518 | |
| LapPE processing=SPE2024.07 | 2.066 | 1.92 | 0.452 | |
| LapPE processing=Naive2024.07 | 2.068 | 1.898 | 0.48 | |
| SVDPE processing=Naive2024.07 | 2.196 | 1.982 | 0.519 | |
| SVDPE processing=SignNet2024.07 | 2.229 | 1.996 | 0.541 | |
| SVDPE processing=SPE2024.07 | 2.261 | 2.122 | 0.755 |