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Jin-Dan Li

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#machine learning Preprint Oct 2026

Robust Parameter-Efficient LLM Adaptation on Analog Hardware

This work develops an optimizer-agnostic, parameter-efficient adaptation method based on Low-Rank Adaptation (LoRA), keeping the pretrained weights stored on analog arrays fixed while training the LoRA weights to adapt to downstream tasks and hardware non-idealities.

Jin-Dan Li, Zhao-Xian Wu, Tian-Yi Chen · 0 citations