4 papers · 1 filter
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…
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…
Towards Specialized Wireless Networks Using an ML-Driven Radio Interface
Kamil Szczech, Maksymilian Wojnar, Katarzyna Kosek-Szott +8
Future wireless networks will need to support diverse applications (such as extended reality), scenarios (such as fully automated industries), and technological advances (such as t…
Performance Evaluation of MLO for XR Streaming: Can Wi-Fi 7 Meet the Expectations?
Marc Carrascosa-Zamacois, Lorenzo Galati-Giordano, Francesc Wilhelmi +4
Extended Reality (XR) has stringent throughput and delay requirements that are hard to meet with current wireless technologies. Missing these requirements can lead to worsened pict…