English

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution

Networking and Internet Architecture 2025-09-11 v1

Abstract

We introduce ubiquitous intelligence as a paradigm where Large Language Models (LLMs) evolve within wireless network-driven ecosystems. Unlike static model deployments, this approach enables scalable and continuous intelligence ascension through coordination between networks and LLMs. Wireless networks support system-orchestrated lifelong learning, while LLMs drive the next-generation network development that is more adaptive and responsive. This co-evolution highlights a shift toward self-improving systems, sustaining capability growth across diverse and resource-constrained environments.

Keywords

Cite

@article{arxiv.2509.08400,
  title  = {Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution},
  author = {Xingkun Yin and Feiran You and Hongyang Du and Kaibin Huang},
  journal= {arXiv preprint arXiv:2509.08400},
  year   = {2025}
}
R2 v1 2026-07-01T05:29:44.736Z