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Maximum-Likelihood Estimation Based on Diffusion Model For Wireless Communications
Changyuan Zhao, Jiacheng Wang, Ruichen Zhang +3
Generative Artificial Intelligence (GenAI) models, with their powerful feature learning capabilities, have been applied in many fields. In mobile wireless communications, GenAI can…
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…
Generative AI Enabled Robust Data Augmentation for Wireless Sensing in ISAC Networks
Jiacheng Wang, Changyuan Zhao, Hongyang Du +5
Integrated sensing and communication (ISAC) uses the same software and hardware resources to achieve both communication and sensing functionalities. Thus, it stands as one of the c…