Verifying Deep-RL-Driven Systems

Yafim Kazak
Yafim Kazak
Michael Schapira
Michael Schapira

NetAI@SIGCOMM, pp. 83-89, 2019.

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Keywords:
congestion control neural networks reinforcement learning resource management verificationMore(1+)

Abstract:

Deep reinforcement learning (RL) has recently been successfully applied to networking contexts including routing, flow scheduling, congestion control, packet classification, cloud resource management, and video streaming. Deep-RL-driven systems automate decision making, and have been shown to outperform state-of-the-art handcrafted system...More

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