31 citations · 35 across the 11 of their papers we have counts for
3 papers · 1 filter
Mobile Network Control with a World Model
Maxime Bouton, Ioanna Mitsioni, Simon Lindståhl +1
The increasing complexity of mobile networks necessitates intelligent and dynamic control strategies for efficient, energy-conserving management. We propose a world model-based app…
Temporally Consistent Graph Q-Networks for Intelligent Network Control
Zacharias Veiksaar, Maxime Bouton
Mobile networks continue to grow in complexity and next generation networks are expected to support both increasing traffic loads and more diverse services. As network complexity r…
Multi-agent Reinforcement Learning with Graph Q-Networks for Antenna Tuning
Maxime Bouton, Jaeseong Jeong, Jose Outes +2
Future generations of mobile networks are expected to contain more and more antennas with growing complexity and more parameters. Optimizing these parameters is necessary for ensur…