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Preprint Aug 2026

Single-Model Adaptive Wireless Image Transmission via Feature Sparsity Regularization

Learned joint source-channel coding (JSCC) enables robust wireless image transmission by jointly optimizing the transmitter and receiver over differentiable channel models. For bandwidth-limited and time-varying visual links, a single model should support user-adjustable transmission rate and adapt to changing wireless...

Xianghao Cui, Li Lan, Qi He et al. · 0 citations
Open access Aug 2026

Channel Gains to Captions: Task-Unified Multi-Level RF Sensing With Vision–Language Models

A generative formulation for RF sensing, where millimeter-wave/terahertz channel gains are mapped to captions describing multi-level environmental semantics, and this framework achieves superior performance with a broader semantic scope, and enables task-unified sensing beyond predefined tasks.

Tian-Yu Hu, Zhi-Ren Gong, Hao-Wei Cui et al. · 0 citations

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