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 guaranteeing 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 where naive agents eventually learn correctly .