Central limit theorem for Hecke eigenvalues
Henry H. Kim, Satoshi Wakatsuki, Takuya Yamauchi
TL;DR
The paper proves a universal central limit theorem for Hecke eigenvalues across a broad class of split simple groups by leveraging irreducible characters of compact Lie groups and the Satake/isotypic framework. It introduces and uses simultaneous vertical Sato-Tate distributions to relate local Satake parameters to global eigenvalue sums over families of cusp forms (Maass, holomorphic, quaternionic, Siegel) and Langlands ${L}$-functions. It provides explicit asymptotics and leading terms in weight, level, and Siegel contexts, and extends the CLT to the exceptional group ${G_2}$ with a degree-seven standard ${L}$-function. The results unify and extend previous CLTs (e.g., for ${PGL_n}$) by a common orthogonality structure of irreducible characters and a robust adelic/Sato-Tate analysis, with potential applications to fluctuations of automorphic data in large families.
Abstract
In this paper, we obtain the central limit theorem of Hecke eigenvalues in very general setting of split simple algebraic groups over $\mathbb{Q}$, using irreducible characters of compact Lie groups.
