A CSI-induced self-graph plus LLM with task-specific heads optimizes segmented pinching antenna deployment and beamforming in ISAC systems to achieve a favorable communication-sensing tradeoff in simulations.
LLM-empowered near-field co mmunica- tions for low-altitude economy,
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Graph-Enhanced LLM for SWAN-ISAC
A CSI-induced self-graph plus LLM with task-specific heads optimizes segmented pinching antenna deployment and beamforming in ISAC systems to achieve a favorable communication-sensing tradeoff in simulations.