Before revision:  This paper proposes a robustness metric called Average Network Flow (ANF) , which satisfies these three properties, but is not based on graph spectra.
After revision:  This paper proposes to use Average Network Flow (ANF) , which satisfies these three properties, but is not based on graph spectra.