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cs.NI2026
Adaptive Personalized Federated Reinforcement Learning for RIS-Assisted Aerial Relays in SAGINs with Fluid Antennas
Yuxuan Yang, Bin Lyu, Abbas Jamalipour
Space-air-ground integrated networks (SAGINs) interconnect satellites, uncrewed aerial vehicles (UAVs), and ground devices to enable flexible and ubiquitous wireless services. The…
cs.NI2026
Selfish Cooperation Towards Low-Altitude Economy: Integrated Multi-Service Deployment with Resilient Federated Reinforcement Learning
Yuxuan Yang, Bin Lyu, Abbas Jamalipour
The low-altitude economy (LAE) is a rapidly emerging paradigm that builds a service-centric economic ecosystem through large-scale and sustainable uncrewed aerial vehicle (UAV)-ena…
cs.NI2026
Federated Agentic AI for Wireless Networks: Fundamentals, Approaches, and Applications
Lingyi Cai, Yu Zhang, Ruichen Zhang +5
Agentic artificial intelligence (AI) presents a promising pathway toward realizing autonomous and self-improving wireless network services. However, resource-constrained, widely di…