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cs.NI2024★ 1 cited
Federated Deep Reinforcement Learning-Based Intelligent Channel Access in Dense Wi-Fi Deployments
Xinyang Du, Xuming Fang, Rong He +3
The IEEE 802.11 MAC layer utilizes the Carrier Sense Multiple Access with Collision Avoidance (CSMA/CA) mechanism for channel contention, but dense Wi-Fi deployments often cause hi…
cs.NI2024
Deep Diffusion Deterministic Policy Gradient based Performance Optimization for Wi-Fi Networks
Tie Liu, Xuming Fang, Rong He
Generative Diffusion Models (GDMs), have made significant strides in modeling complex data distributions across diverse domains. Meanwhile, Deep Reinforcement Learning (DRL) has de…