Before revision:  Our main result is a characterization of the  networks for which learning occurs for all increasing cost functions, given highly variable demand .
After revision:  Our main result is a characterization of the complete-information flow. We characterize the networks for which learning occurs for all increasing cost functions, given highly variable demand .