English

Intent-Driven 6G Communication Framework for RIS and Spectrum Leasing

Signal Processing 2026-05-07 v1

Abstract

Intent-Driven Communication (IDC) is emerging as a key paradigm for autonomous 6G networks, where AI and Large Language Models (LLMs) translate high-level user intents into actionable network policies. Meanwhile, Reconfigurable Intelligent Surfaces (RIS) and dynamic spectrum leasing are becoming essential for improving coverage and capacity in resource-constrained environments. This paper extends the IDC framework by integrating RIS and spectrum leasing into AIassisted intent translation, policy mapping, and orchestration. A leasing-aware architecture is presented, and a Lyapunov-based Decision Support Framework is implemented as an illustrative mechanism for intelligent resource acquisition under timevarying prices and availability. Simulation results validate that the DSF achieves cost-efficient, delay-aware orchestration while exhibiting the expected Lyapunov stability properties. These findings highlight the feasibility of combining IDC with intelligent resource leasing in future 6G systems.

Keywords

Cite

@article{arxiv.2605.04553,
  title  = {Intent-Driven 6G Communication Framework for RIS and Spectrum Leasing},
  author = {Zawar Hussain and Naveed Ul Hassan},
  journal= {arXiv preprint arXiv:2605.04553},
  year   = {2026}
}
R2 v1 2026-07-01T12:52:14.591Z