Random walks play a central role in several aspects of network science 1. Random walks are often used as a linear, tractable model for diffusive processes on networks, allowing us to explore questions ...
Random-walk–based methods are widely used for network embedding and downstream learning tasks, yet it remains unclear which aspects of network topology they capture and which they ignore. This is a ...