Controllable robustness curve prediction on SF networks TDA condition
0.005Average Error (er)NCR-HoK
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NCR-HoKAverage degree <k>=22026.02 | 0.005 | 0.003 | — | |
| iPCRAverage degree <k>=102026.02 | 0.008 | 0.01 | — | |
| iPCRAverage degree <k>=22026.02 | 0.01 | 0.009 | — | |
| NCR-HoKAverage degree <k>=52026.02 | 0.01 | 0.005 | — | |
| NCR-HoKAverage across degrees=true2026.02 | 0.01 | 0.005 | 1 | |
| NCR-HoKAverage degree <k>=82026.02 | 0.011 | 0.006 | — | |
| iPCRAverage degree <k>=82026.02 | 0.012 | 0.014 | — | |
| NCR-HoKAverage degree <k>=102026.02 | 0.013 | 0.007 | — | |
| CRL-SGNNAverage degree <k>=82026.02 | 0.025 | 0.035 | — | |
| CRL-SGNNAverage degree <k>=22026.02 | 0.026 | 0.032 | — | |
| CRL-SGNNAverage degree <k>=52026.02 | 0.033 | 0.049 | — | |
| CRL-SGNNAverage across degrees=true2026.02 | 0.035 | 0.05 | 2 | |
| PCRAverage degree <k>=102026.02 | 0.042 | 0.01 | — | |
| PCRAverage degree <k>=82026.02 | 0.047 | 0.009 | — | |
| iPCRAverage across degrees=true2026.02 | 0.053 | 0.058 | 3 | |
| PCRAverage across degrees=true2026.02 | 0.056 | 0.008 | 4 | |
| CRL-SGNNAverage degree <k>=102026.02 | 0.057 | 0.082 | — | |
| PCRAverage degree <k>=52026.02 | 0.061 | 0.008 | — | |
| PCRAverage degree <k>=22026.02 | 0.073 | 0.004 | — | |
| iPCRAverage degree <k>=52026.02 | 0.182 | 0.198 | — |