Algebraic Invariants of Lightning Self-Attention
Algebraic Geometry
2026-04-21 v1 Machine Learning
Abstract
We study the polynomial coefficients of lightning self-attention as coordinates of an algebraic variety. We identify linear and nonlinear families of algebraic invariants, including Chow-type, low-rank, Veronese-type, and Sylvester resultant-based constraints.
Keywords
Cite
@article{arxiv.2604.15632,
title = {Algebraic Invariants of Lightning Self-Attention},
author = {Yulia Alexandr and Hao Duan and Guido Montúfar},
journal= {arXiv preprint arXiv:2604.15632},
year = {2026}
}