Just Talk Once: Communication-Efficient Split Federated LLM Fine-Tuning on Edge Devices

Jiaxiang Geng, Xianhao Chen, Bing Luo

Large language model (LLM) fine-tuning is increasingly shifting toward data generated on edge devices, where memory, computation, bandwidth, and connectivity constraints make conve…