efficiency of Wi-Fi networks. Unfortunately, the standard method used by 802.11 networks is
not scalable enough to maintain stable throughput for an increasing number of stations, yet it
remains the default method of channel access for 802.11 ax single-user transmissions.
Therefore, we propose a new method of CW control, which leverages deep reinforcement
learning (DRL) principles to learn the correct settings under different network conditions. Our …