157 citations · 713 across the 56 of their papers we have counts for
3 papers · 1 filter
Potential and Pitfalls of Multi-Armed Bandits for Decentralized Spatial Reuse in WLANs
Francesc Wilhelmi, Sergio Barrachina-Muñoz, Cristina Cano +3
Spatial Reuse (SR) has recently gained attention to maximize the performance of IEEE 802.11 Wireless Local Area Networks (WLANs). Decentralized mechanisms are expected to be key in…
Wireless Optimisation via Convex Bandits: Unlicensed LTE/WiFi Coexistence
Cristina Cano, Gergely Neu
Bandit Convex Optimisation (BCO) is a powerful framework for sequential decision-making in non-stationary and partially observable environments. In a BCO problem, a decision-maker…
Collaborative Spatial Reuse in Wireless Networks via Selfish Multi-Armed Bandits
Francesc Wilhelmi, Cristina Cano, Gergely Neu +3
Next-generation wireless deployments are characterized by being dense and uncoordinated, which often leads to inefficient use of resources and poor performance. To solve this, we e…