4 papers
Rethinking Wireless Communications through Formal Mathematical AI Reasoning
Changyuan Zhao, Jiacheng Wang, Dusit Niyato +5
Mathematical analysis has long underpinned wireless communication theory, yet the growing complexity of next-generation systems demands increasingly sophisticated reasoning from do…
Wireless Context Engineering for Efficient Mobile Agentic AI and Edge General Intelligence
Changyuan Zhao, Jiacheng Wang, Yunting Xu +5
Future wireless networks demand increasingly powerful intelligence to support sensing, communication, and autonomous decision-making. While scaling laws suggest improving performan…
Edge General Intelligence Through World Models and Agentic AI: Fundamentals, Solutions, and Challenges
Changyuan Zhao, Guangyuan Liu, Ruichen Zhang +11
Edge General Intelligence (EGI) represents a transformative evolution of edge computing, where distributed agents possess the capability to perceive, reason, and act autonomously a…
Temporal Spectrum Cartography in Low-Altitude Economy Networks: A Generative AI Framework with Multi-Agent Learning
Changyuan Zhao, Ruichen Zhang, Jiacheng Wang +6
This paper introduces a two-stage generative AI (GenAI) framework tailored for temporal spectrum cartography in low-altitude economy networks (LAENets). LAENets, characterized by d…