This repository contains the codes of experiments of the paper SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language Models.

注：本章节翻译完全参考旧版 UFLDL 中文教程。 试着回想一下，在介绍稀疏编码算法时我们想为样本数据学习得到一个超完备基（ over-complete basis ）。具体来说，这意味着用稀疏编码学习得到的基向量之间不一定线性独立。 尽管在某些情况下这已经满足需要，但 ...

称基中的元素为基向量。假若，一个正交基的基向量的模长都是单位长度1，则称这正交基为标准正交基或"规范正交基"（Orthonormal basis）。 无论在有限维还是无限维空间中，正交基的概念都是很重要的。在无限维希尔伯特空间中，正交基不再是哈默尔基 ...

Dimensional Matrix,Singular Value Decomposition,Aspects Of Implementation,Carrier Frequency,Complex Exponential,Cylindrical,Data Matrix,Dominance Rank,Double ...

Lubkin, S. and Stoker, J. J. 1943. Stability of columns and strings under periodically varying forces. Quarterly of Applied Mathematics, Vol. 1, Issue. 3, p. 215.

A concise yet elementary introduction to measure and integration theory, which are vital in many areas of mathematics, including analysis, probability, mathematical physics and finance. In this highly ...

Abstract: Vector logic is a matrix–vector representation of the logical calculus inspired in neural network models. In this algebraic formalism, the truth values map on orthonormal Q-dimensional ...

Such a conversion results from the change-of-basis formula which expresses the coordinates relative to one basis in terms of coordinates relative to the other basis. Using matrices, this formula can ...

You may have noticed that I neglected to write an introductory paragraph for the last one of these — I was just too excited to get into the keyboards and keyboard accessories, I guess.