7 papers
Large Language Models Meet Bayesian Optimization: Towards Self-evolving Wireless Digital Twins
Yingzhuo Sun, Haoyun Li, Ming Xiao +2
Wireless digital twins (DTs) are increasingly integrated with artificial intelligence to support online modeling, prediction, and network optimization. However, most existing appro…
ComAgent: Multi-LLM based Agentic AI Empowered Intelligent Wireless Networks
Haoyun Li, Ming Xiao, Kezhi Wang +3
Emerging 6G networks rely on complex cross-layer optimization, yet manually translating high-level intents into mathematical formulations remains a bottleneck. While Large Language…
MIMO Pinching-Antenna-Aided SWIPT
Haoyun Li, Zhonghao Lyu, Yulan Gao +2
Pinching-antenna systems (PASS) have recently emerged as a promising technology for improving wireless communications by establishing or strengthening reliable line-of-sight (LoS)…
Joint User Association and Beamforming Design for ISAC Networks with Large Language Models
Haoyun Li, Ming Xiao, Kezhi Wang +3
Integrated sensing and communication (ISAC) has been envisioned to play a more important role in future wireless networks. However, the design of ISAC networks is challenging, espe…
Pinching-Antenna Systems (PASS) Aided Over-the-air Computation
Zhonghao Lyu, Haoyun Li, Yulan Gao +2
Over-the-air computation (AirComp) enables fast data aggregation for edge intelligence applications. However the performance of AirComp can be severely degraded by channel misalign…
Large Language Model Based Multi-Objective Optimization for Integrated Sensing and Communications in UAV Networks
Haoyun Li, Ming Xiao, Kezhi Wang +2
This letter investigates an unmanned aerial vehicle (UAV) network with integrated sensing and communication (ISAC) systems, where multiple UAVs simultaneously sense the locations o…
Derivative-Free Placement Optimization for Multi-UAV Wireless Networks with Channel Knowledge Map
Haoyun Li, Peiming Li, Jie Xu +2
This paper studies a multi-UAV wireless network, in which multiple UAV users share the same spectrum to send individual messages to their respectively associated ground base statio…