Chao Ma
February 2, 2026
Research paper reading notes focused on key ideas, math intuition, and practical takeaways.
LoRA: Low-Rank Adaptation of Large Language Models Freeze the base model and learn a low-rank update \(\Delta W=BA\) for selected layers, achieving strong performance with far fewer trainable parameters and easy deployment.
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title: "Papers in Deep Learning"
author: "Chao Ma"
date: "2026-02-02"
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Research paper reading notes focused on key ideas, math intuition, and practical takeaways.
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**[LoRA: Low-Rank Adaptation of Large Language Models](lora.qmd)**
Freeze the base model and learn a low-rank update $\Delta W=BA$ for selected layers, achieving strong performance with far fewer trainable parameters and easy deployment.
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