Learning-Based Channel Access in Wi-Fi: A Multi-Armed Bandit Approach
Due to largely static protocol configurations, IEEE 802.11 (Wi-Fi) channel access offers limited adaptability to dynamic network conditions, particularly in dense and overlapping deployments, leading to inefficient spectrum utilization, increased contention, and packet collisions. This paper investigates reinforcement...