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Li-Xin Ding

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#machine learning Preprint Sep 2026

LoRA-generating hypernetworks for efficient on-device LLM generative personalization

On-device large language models (`LLMs'), e.g. running on mobile phones, are ripe for improvement via personalization. The limited compute resources of mobile devices impose limits on model scale and thus model quality, making any realizable quality gains highly impactful. At the same time, their personal nature (i.e.,...

Sean Augenstein, Li-Xin Ding, Jih-Wan Lee et al. · 0 citations

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