Controllable Robustness Curve Prediction on ER Networks (TDA Condition)
0.004Average Error (er)iPCR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| iPCRAverage degree <k>=52026.02 | 0.004 | 0.004 | — | |
| iPCRAverage degree <k>=102026.02 | 0.006 | 0.006 | — | |
| iPCRAverage degree <k>=82026.02 | 0.008 | 0.007 | — | |
| iPCRAverage degree <k>=102026.02 | 0.008 | 0.011 | — | |
| iPCRAverage degree <k>=22026.02 | 0.009 | 0.011 | — | |
| NCR-HoKAverage degree <k>=22026.02 | 0.01 | 0.006 | — | |
| NCR-HoKAverage degree <k>=22026.02 | 0.011 | 0.007 | — | |
| NCR-HoKAverage degree <k>=102026.02 | 0.011 | 0.007 | — | |
| iPCRAverage degree <k>=82026.02 | 0.011 | 0.013 | — | |
| NCR-HoKAverage degree <k>=82026.02 | 0.012 | 0.007 | — | |
| PCRAverage degree <k>=102026.02 | 0.013 | 0.008 | — | |
| CRL-SGNNAverage degree <k>=22026.02 | 0.013 | 0.014 | — | |
| NCR-HoKAverage across degrees=true2026.02 | 0.014 | 0.008 | 1 | |
| NCR-HoKAverage degree <k>=82026.02 | 0.014 | 0.01 | — | |
| NCR-HoKAverage degree <k>=102026.02 | 0.014 | 0.009 | — | |
| NCR-HoKAverage across degrees=true2026.02 | 0.014 | 0.009 | 1 | |
| CRL-SGNNAverage degree <k>=82026.02 | 0.016 | 0.02 | — | |
| PCRAverage degree <k>=22026.02 | 0.017 | 0.007 | — | |
| PCRAverage degree <k>=82026.02 | 0.017 | 0.01 | — | |
| PCRAverage degree <k>=102026.02 | 0.017 | 0.01 | — | |
| PCRAverage degree <k>=82026.02 | 0.018 | 0.01 | — | |
| iPCRAverage across degrees=true2026.02 | 0.018 | 0.022 | 2 | |
| PCRAverage across degrees=true2026.02 | 0.018 | 0.01 | 2 | |
| NCR-HoKAverage degree <k>=52026.02 | 0.018 | 0.012 | — | |
| CRL-SGNNAverage degree <k>=82026.02 | 0.019 | 0.022 | — | |
| NCR-HoKAverage degree <k>=52026.02 | 0.02 | 0.011 | — | |
| PCRAverage degree <k>=52026.02 | 0.021 | 0.011 | — | |
| PCRAverage across degrees=true2026.02 | 0.028 | 0.013 | 3 | |
| CRL-SGNNAverage degree <k>=102026.02 | 0.031 | 0.037 | — | |
| iPCRAverage across degrees=true2026.02 | 0.036 | 0.041 | 3 | |
| CRL-SGNNAverage across degrees=true2026.02 | 0.038 | 0.034 | 4 | |
| PCRAverage degree <k>=22026.02 | 0.039 | 0.017 | — | |
| PCRAverage degree <k>=52026.02 | 0.04 | 0.016 | — | |
| CRL-SGNNAverage across degrees=true2026.02 | 0.045 | 0.039 | 4 | |
| CRL-SGNNAverage degree <k>=102026.02 | 0.049 | 0.051 | — | |
| iPCRAverage degree <k>=22026.02 | 0.053 | 0.07 | — | |
| CRL-SGNNAverage degree <k>=52026.02 | 0.059 | 0.073 | — | |
| CRL-SGNNAverage degree <k>=52026.02 | 0.07 | 0.047 | — | |
| CRL-SGNNAverage degree <k>=22026.02 | 0.074 | 0.026 | — | |
| iPCRAverage degree <k>=52026.02 | 0.114 | 0.129 | — |