18 citations · 42 across the 9 of their papers we have counts for
4 papers · 1 filter
Learning Optimal Antenna Tilt Control Policies: A Contextual Linear Bandit Approach
Filippo Vannella, Alexandre Proutiere, Yassir Jedra +1
Controlling antenna tilts in cellular networks is imperative to reach an efficient trade-off between network coverage and capacity. In this paper, we devise algorithms learning opt…
A Graph Attention Learning Approach to Antenna Tilt Optimization
Yifei Jin, Filippo Vannella, Maxime Bouton +2
6G will move mobile networks towards increasing levels of complexity. To deal with this complexity, optimization of network parameters is key to ensure high performance and timely…
Off-policy Learning for Remote Electrical Tilt Optimization
Filippo Vannella, Jaeseong Jeong, Alexandre Proutiere
We address the problem of Remote Electrical Tilt (RET) optimization using off-policy Contextual Multi-Armed-Bandit (CMAB) techniques. The goal in RET optimization is to control the…
Cluster-Aided Mobility Predictions
Jaeseong Jeong, Mathieu Leconte, Alexandre Proutiere
Predicting the future location of users in wireless net- works has numerous applications, and can help service providers to improve the quality of service perceived by their client…