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20242026
most citedCommunication-Aware Knowledge Distillation for Federated LLM Fine-Tuning over Wireless Networks

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cs.LG2024

HAFLQ: Heterogeneous Adaptive Federated LoRA Fine-tuned LLM with Quantization

Yang Su, Na Yan, Yansha Deng +2

Federated fine-tuning of pre-trained Large Language Models (LLMs) enables task-specific adaptation across diverse datasets while preserving privacy. However, challenges such as hig…