A Machine Learning Approach to Routing

10 Aug 2017  ·  Asaf Valadarsky, Michael Schapira, Dafna Shahaf, Aviv Tamar ·

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.

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