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Tool-Aided Evolutionary LLM for Generative Policy Toward Efficient Resource Management in Wireless Federated Learning

  • Federated Learning (FL) allows model training across edge devices in a privacy-friendly manner.
  • Tool-aided Evolutionary Large Language Model (T-ELLM) framework is proposed for efficient device selection in a wireless FL environment.
  • T-ELLM uses natural language-based prompts to improve generalization across network conditions.
  • Experimental results show T-ELLM performs better in energy efficiency and adapts well to environmental changes.

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