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A Machine Learning Approach to Routing

Published 10 Aug 2017 in cs.NI and cs.LG | (1708.03074v2)

Abstract: 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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