3 papers
cs.MA2026
PRIME: Plasticity Recovery in Multi-Agent Environments for UAV-Assisted Emergency Communication Networks
Wen Qiu, Zhiqiang He, Wei Zhao +1
Most reinforcement learning controllers for these networks assume stationary conditions, and the few that handle change react to the external environment while leaving the network'…
cs.MA2026
Plasticity-Enhanced Multi-Agent Mixture of Experts for Dynamic Objective Adaptation in UAVs-Assisted Emergency Communication Networks
Wen Qiu, Zhiqiang He, Wei Zhao +1
Unmanned aerial vehicles serving as aerial base stations can rapidly restore connectivity after disasters, yet abrupt changes in user mobility and traffic demands shift the quality…
cs.NI2025
A Survey on DRL based UAV Communications and Networking: DRL Fundamentals, Applications and Implementations
Wei Zhao, Shaoxin Cui, Wen Qiu +5
Unmanned aerial vehicles (UAVs) are playing an increasingly pivotal role in modern communication networks,offering flexibility and enhanced coverage for a variety of applica-tions.…