Here we contribute a fast symbolic eigenvalue solver for matrices whose eigenvalues are $\mathbb{Z}$-linear combinations of their entries, alongside efficient general and stochastic $M^{X}$ generators. Users can interact with a few degrees of freedom to create linear operators, making high-dimensional symbolic analysis feasible for when numerical analyses are insufficient.

翻译：本文提出了一种快速符号特征值求解器，适用于特征值为其元素之$\mathbb{Z}$-线性组合的矩阵，同时提供了高效的一般性与随机性$M^{X}$生成器。用户可通过少量自由度交互构建线性算子，使得在数值分析不足时进行高维符号分析成为可能。