2 papers
cs.LG2026
FedWeave: Rethinking the Unit of Specialization in Heterogeneous Federated MoE-LoRA
Donghang Duan, Xu Zheng, Lizong Zhang +2
Federated PEFT enables LLMs to collaboratively adapt to decentralized private data without sharing raw examples. However, task heterogeneity across clients can cause cross-task int…
cs.CR2025
Look Twice before You Leap: A Rational Framework for Localized Adversarial Anonymization
Donghang Duan, Xu Zheng, Yuefeng He +3
Current LLM-based frameworks for text anonymization usually rely on remote API services from powerful LLMs, which creates an inherent privacy paradox: users must disclose the raw d…