Circuit property regression on Open Circuit Benchmark (test)
0.35Gain (RMSE)Maglap-Multi-q
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Maglap-Multi-qBase Model=SAT (undirected-GIN), PE processing=SPE2024.07 | 0.35 | 4.044 | 1.035 | |
| Maglap-Multi-qBase Model=SAT (bidirected-GIN), PE processing=SPE2024.07 | 0.359 | 3.93 | 1.045 | |
| Maglap-1q (best q)Base Model=SAT (bidirected-GIN), PE processing=SPE2024.07 | 0.36 | 3.96 | 1.062 | |
| Maglap-1q (best q)Base Model=SAT (undirected-GIN), PE processing=SPE2024.07 | 0.361 | 4.014 | 1.057 | |
| Maglap-1q (q=0.01)Base Model=SAT (bidirected-GIN), PE processing=SPE2024.07 | 0.364 | 3.996 | 1.074 | |
| Maglap-1q (q=0.01)Base Model=SAT (undirected-GIN), PE processing=SPE2024.07 | 0.366 | 4.081 | 1.089 | |
| NoneBase Model=SAT (undirected-GIN), PE processing=N/A2024.07 | 0.368 | 4.107 | 1.077 | |
| LapBase Model=SAT (undirected-GIN), PE processing=SignNet2024.07 | 0.368 | 4.085 | 1.038 | |
| Maglap-Multi-qBase Model=SAT (undirected-GIN), PE processing=SignNet2024.07 | 0.368 | 4.044 | 1.066 | |
| LapBase Model=SAT (bidirected-GIN), PE processing=SPE2024.07 | 0.368 | 4.024 | 1.046 | |
| Maglap-Multi-qBase Model=Bidirected-GIN, PE processing=SPE2024.07 | 0.371 | 4.051 | 1.116 | |
| LapBase Model=SAT (undirected-GIN), PE processing=SPE2024.07 | 0.375 | 4.18 | 1.065 | |
| Maglap-Multi-qBase Model=Bidirected-GIN, PE processing=SignNet2024.07 | 0.381 | 4.443 | 1.119 | |
| LapBase Model=Bidirected-GIN, PE processing=SignNet2024.07 | 0.382 | 4.371 | 1.127 | |
| Maglap-1q (q=0.01)Base Model=SAT (undirected-GIN), PE processing=SignNet2024.07 | 0.382 | 4.143 | 1.073 | |
| Maglap-1q (best q)Base Model=Bidirected-GIN, PE processing=SPE2024.07 | 0.383 | 4.113 | 1.099 | |
| Maglap-1q (q=0.01)Base Model=Bidirected-GIN, PE processing=SPE2024.07 | 0.384 | 4.152 | 1.123 | |
| LapBase Model=SAT (bidirected-GIN), PE processing=SignNet2024.07 | 0.384 | 3.949 | 1.069 | |
| Maglap-1q (q=0.01)Base Model=SAT (bidirected-GIN), PE processing=SignNet2024.07 | 0.384 | 4.023 | 1.055 | |
| NoneBase Model=Bidirected-GIN, PE processing=N/A2024.07 | 0.386 | 4.594 | 1.123 | |
| Maglap-1q (q=0.01)Base Model=Bidirected-GIN, PE processing=SignNet2024.07 | 0.388 | 4.351 | 1.131 | |
| Maglap-Multi-qBase Model=Undirected-GIN, PE processing=SPE2024.07 | 0.389 | 4.175 | 1.137 | |
| LapBase Model=Bidirected-GIN, PE processing=SPE2024.07 | 0.391 | 4.153 | 1.135 | |
| NoneBase Model=SAT (bidirected-GIN), PE processing=N/A2024.07 | 0.392 | 4.035 | 1.065 | |
| Maglap-1q (best q)Base Model=Undirected-GIN, PE processing=SPE2024.07 | 0.398 | 4.281 | 1.113 | |
| Maglap-1q (q=0.01)Base Model=Undirected-GIN, PE processing=SPE2024.07 | 0.405 | 4.305 | 1.121 | |
| NoneBase Model=Undirected-GIN, PE processing=N/A2024.07 | 0.416 | 4.908 | 1.119 | |
| LapBase Model=Undirected-GIN, PE processing=SPE2024.07 | 0.416 | 4.321 | 1.127 | |
| Maglap-Multi-qBase Model=SAT (bidirected-GIN), PE processing=SignNet2024.07 | 0.42 | 4.022 | 1.089 | |
| Maglap-Multi-qBase Model=Undirected-GIN, PE processing=SignNet2024.07 | 0.421 | 4.743 | 1.126 | |
| Maglap-1q (q=0.01)Base Model=Undirected-GIN, PE processing=SignNet2024.07 | 0.426 | 4.67 | 1.116 | |
| LapBase Model=Undirected-GIN, PE processing=SignNet2024.07 | 0.43 | 4.712 | 1.127 |