ResearchBenchmarksControllability robustness curve prediction on Synthetic Networks (N=1000) under RAControllability robustness curve prediction on Synthetic Networks (N=1000) under RAFollow1.1Error Rate (ER)NCR-HoK1.081.2151.351.485Feb 28, 2026Evaluation resultsMethodMethodLinksError Rate (ER)Error Rate Standard Deviation (ER Std)Error Rate (SF)Error Rate Standard Deviation (SF Std)Error Rate (QSN)Error Rate Standard Deviation (QSN Std)Error Rate (SW)Error Rate Standard Deviation (SW Std)Average Error RateAverage Error Rate Standard DeviationNCR-HoK2026.021.10.82.31.71.30.910.81.41.1PCR2026.021.21.82.32.11.41.71.21.91.51.9iPCR2026.021.21.954.91.42.21.222.22.8CRL-SGNN2026.021.62.33.62.72.12.61.72.42.32.5