The Numerical Linear Algebra of Large Language Models

• 类型：arxiv
• 标识：2610.04631
• 链接：https://arxiv.org/abs/2610.04631
• 主分类：llm-infra
• 形态：survey
• TLDR：Numerical Linear Algebra (NLA) has consistently played a vital role in advancing science by providing tools to solve fundamental problems encountered in scientific and engineering applications. Over the decades, it has continually evolved to meet the demands driven by successive waves of scientific discovery. For instance, during the 1950s and 1960s, substantial efforts were devoted to developing methods for solving eigenvalue problems that emerged from the rapidly growing field of aerodynamics. This led to the discovery of the LR and QR algorithms. Later the attention turned to the solution o
• 待LLM分类：否
• 标题中文：LLM 的数值线性代数
• TLDR中文：数值线性代数 (NLA) 通过提供解决科学与工程应用中基本问题的工具，持续在推动科学进步方面发挥重要作用。数十年来，它不断演进以满足科学发现浪潮带来的需求。例如，1950 至 1960 年代，大量工作致力于求解快速发展的空气动力学领域出现的特征值问题，由此发现了 LR 与 QR 算法。后来关注点转向求解……
• 成熟度：research
• 场景：numerical-linear-algebra、llm-foundations
• 来源文件：
• /inbox/tom/_candidates/2026-10-07-agent-rag-longcontext-candidates.json