VLMs and CNNs complement each other on spectrum tasks, with CNNs strong on spatial localization and VLMs on semantic reasoning; a router combining them improves composite performance by 39% over CNN alone.
SpectrumFM: A foundation model for intelligent spectrum management
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BLAST combines LLM agents with blockchain for decentralized spectrum trading, where Vickrey auctions achieve up to 71% of theoretical social welfare surplus and outperform non-LLM baselines in competition and efficiency.
citing papers explorer
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When Does Multimodal AI Help? Diagnostic Complementarity of Vision-Language Models and CNNs for Spectrum Management in Satellite-Terrestrial Networks
VLMs and CNNs complement each other on spectrum tasks, with CNNs strong on spatial localization and VLMs on semantic reasoning; a router combining them improves composite performance by 39% over CNN alone.
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BLAST: Blockchain-based LLM-powered Agentic Spectrum Trading
BLAST combines LLM agents with blockchain for decentralized spectrum trading, where Vickrey auctions achieve up to 71% of theoretical social welfare surplus and outperform non-LLM baselines in competition and efficiency.