Author

Hairong Lv

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Review Open access Sep 2026

Federated Fine-Tuning of Large Language Models on Resource-Constrained Clients: Technical Approaches, Resource Costs, and Applicability

This review examines four composable routes---parameter-efficient and quantized adaptation, backpropagation-free adaptation, proxy or submodel adaptation, and split federated adaptation---through a common framework that traces the objects each endpoint retains, exchanges, and discloses.

Yun-Heng Shen, Xiao Liu, Yang Yang et al. · Journal of Reliable and Secu... · 1 citation

Preprint Aug 2026

Training-Free Token-Level Steering for LLM Personalized Co-Writing

This work introduces SteerWrite, a training-free framework designed for personalized co-writing that effectively adapts the base model to specialized domains without gradient updates, with specific designs tailored to small datasets.

Wenhao Mao, Chengbin Hou, Wei-Xiao Wang et al. · 0 citations