The network routing literature contains many results showing that tolls can be used to improve the efficiency of network traffic routing. These results typically require toll-designers to have an exact characterization of the network and user population. We relax this strict informational dependence and present a simple setting in which scaled marginal-cost tolls can be guaranteed to provide significant efficiency improvements over the un-tolled case, even if the toll-sensitivities of the users are unknown.