English

On Smale's 17th problem over the reals

Data Structures and Algorithms 2024-12-10 v2 Numerical Analysis Numerical Analysis Optimization and Control Probability

Abstract

We consider the problem of efficiently solving a system of nn non-linear equations in Rd{\mathbb R}^d. Addressing Smale's 17th problem stated in 1998, we consider a setting whereby the nn equations are random homogeneous polynomials of arbitrary degrees. In the complex case and for n=d1n= d-1, Beltr\'{a}n and Pardo proved the existence of an efficient randomized algorithm and Lairez recently showed it can be de-randomized to produce a deterministic efficient algorithm. Here we consider the real setting, to which previously developed methods do not apply. We describe a polynomial time algorithm that finds solutions (with high probability) for n=dO(dlogd)n= d -O(\sqrt{d\log d}) if the maximal degree is bounded by d2d^2 and for n=d1n=d-1 if the maximal degree is larger than d2d^2.

Keywords

Cite

@article{arxiv.2405.01735,
  title  = {On Smale's 17th problem over the reals},
  author = {Andrea Montanari and Eliran Subag},
  journal= {arXiv preprint arXiv:2405.01735},
  year   = {2024}
}

Comments

49 pages

R2 v1 2026-06-28T16:14:54.291Z