Before revision:  We provide a simple linear formula expressing agents' actions in terms of network paths and use this formula to completely characterize the set of networks allowing eventual correct learning.
After revision:  We provide a simple linear formula expressing agents' actions in terms of network paths and use this formula to completely characterize the set of networks guaranteeing eventual correct learning.