Yang Liu

works on

edge intelligence 1 federated learning 1 multimodal large language models 1 parameter-efficient fine-tuning 1 personalization 1

From the 1 of 5 linked papers with an AI index.

activity

20242026

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cs.LG2026

PFAdapter: Hierarchical LoRA Decomposition for Personalized Federated MLLMs

Jing Liu, Kun Yang, Yan Wang +5

The paper introduces PFAdapter, a framework that uses hierarchical LoRA decomposition to split adapter parameters into globally shared and locally private parts, enabling efficient…