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Author

Mugen Peng

3 papers indexed here

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2026

A Sparsity-Aware Large AI Model-Enabled Framework for Joint Channel Estimation and Location Sensing in Low-Altitude Networks

The emergence of low-altitude networks (LANs) necessitates high-rate communication and high-accuracy localization to overcome the channel dynamics caused by unmanned aerial vehicle (UAV) mobility. To address these requirements, this paper proposes a novel sparsity-aware learning framework for joint channel estimation a...

Dai-Xin Xie, Chen-Xi Liu, Wei Wang et al. · 0 citations
#machine learning Conference Open access Aug 2026

Task-Oriented Semantic Feature Transmission for Multi-Task Satellite Remote Sensing Over Low-SNR Channels

A task-oriented framework that bypasses image reconstruction and directly transmits semantic features extracted by a multitask-pretrained backbone is investigated, with the largest improvements in the low-SNR regime.

Shuo-Yuan Sun, Hong-Yu Wang, Mu-Gen Peng et al. · 0 citations
2026

Semantic-Aware UAV Swarms for Low-Delay and Energy-Efficient Data Collection

Uncrewed aerial vehicle (UAV) swarms performing data collection and transmission often face heavy communication loads and high end-to-end delay, which becomes more severe when processing large volumes of raw data. Semantic communication can alleviate this bottleneck by transmitting only task-relevant information instea...

Haiyan Li, Xuan Li, Hongyu Wang et al. · 0 citations

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