Before revision:  In real-world applications,  it is critical to detect top vulnerable nodesin such complex financial network with near real-time performance.
After revision:  In real-world applications, such as guaranteed-loan networks and power grids, where a node or edge may be associated with a probability. In these networks, a node usually has a certain chance of default or breakdown due to self-factors or the influence from upstream nodes. For regulatory authorities and companies, it is critical to detect top vulnerable nodesin such complex financial network with near real-time performance.