  Can ideas and techniques from machine learning be leveraged to automatically
generate "good" routing configurations? We investigate the power of data-driven
routing protocols. Our results suggest that applying ideas and techniques from
deep reinforcement learning to this context yields high performance, motivating
further research along these lines.
