QoS-oriented media access control using reinforcement learning for next-generation WLANs

Deep Reinforcement Learning for Dynamic Multichannel Access in Wireless Networks

Shangxing Wang, Hanpeng Liu, Pedro Henrique Gomes et al. · IEEE Transactions on Cognitive Communications and Networking · 2018 · 480 citations

Business, Decision Sciences, Machine Learning +14

Deep Multi-User Reinforcement Learning for Distributed Dynamic Spectrum Access

Oshri Naparstek, Kobi Cohen · IEEE Transactions on Wireless Communications · 2018 · 470 citations

Computing, Computer Science, Computer Systems +14

Deep-Reinforcement Learning Multiple Access for Heterogeneous Wireless Networks

Yiding Yu, Taotao Wang, Soung Chang Liew · IEEE Journal on Selected Areas in Communications · 2019 · 330 citations

Computing, Computer Science, Computer Systems +14

Deep Reinforcement Learning Paradigm for Performance Optimization of Channel Observation–Based MAC Protocols in Dense WLANs

Rashid Ali, Nurullah Shahin, Yousaf Bin Zikria et al. · IEEE Access · 2018 · 273 citations · Full text

Computing, Computer Systems, Machine Learning +14

Wi-Fi Meets ML: A Survey on Improving IEEE 802.11 Performance With Machine Learning

Szymon Szott, Katarzyna Kosek‐Szott, Piotr Gawłowicz et al. · IEEE Communications Surveys & Tutorials · 2022 · 158 citations · Full text

Computing, Data Science, Machine Learning +10