Before revision:  We provide a simple linear formula characterizing agents' actions in terms of paths in the network and use this formula to determine when society learns correctly in the long-run.
After revision:  We provide a simple linear formula characterizing agents' actions in terms of network paths and use this formula to determine when society learns correctly in the long-run.