2 papers
cs.NI2025
Performance Evaluation of Multi-Armed Bandit Algorithms for Wi-Fi Channel Access
Miguel Casasnovas, Francesc Wilhelmi, Richard Combes +6
The adoption of dynamic, self-learning solutions for real-time wireless network optimization has recently gained significant attention due to the limited adaptability of existing p…
cs.NI2025
Learning-Based Channel Access in Wi-Fi: A Multi-Armed Bandit Approach
Miguel Casasnovas, Francesc Wilhelmi, Richard Combes +6
Due to its static protocol design, IEEE 802.11 (aka Wi-Fi) channel access lacks adaptability to address dynamic network conditions, resulting in inefficient spectrum utilization, u…