Enabling Robust DRL-Driven Networking Systems via Teacher-Student Learning

Ying Zheng,Lixiang Lin, Tianqi Zhang,Haoyu Chen,Qingyang Duan,Yuedong Xu,Xin Wang

IEEE Journal on Selected Areas in Communications（2022）

引用 9|浏览45

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摘要

The past few years have witnessed a surge of interest towards deep reinforcement learning (DRL) in computer networks. With extraordinary ability of feature extraction, DRL has the potential to re-engineer the fundamental resource allocation problems in networking without relying on pre-programmed models or assumptions about dynamic environments. However, such black-box systems suffer from poor rob...

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Streaming media,Bit rate,Robustness,Reinforcement learning,Neural networks,Heuristic algorithms,Servers

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