Randomized Polynomial Time Identity Testing for Noncommutative Circuits

TL;DR

This paper presents a randomized polynomial-time algorithm for black-box identity testing of noncommutative polynomials with bounded sparsity, removing previous degree restrictions and advancing the field significantly.

Contribution

It introduces a new automata-theoretic approach using nondeterministic automata for identity testing of noncommutative circuits without degree restrictions.

Findings

Polynomial-time randomized algorithm for noncommutative identity testing

No degree restrictions on circuits, unlike previous methods

Progress on a decade-old open problem

Abstract

In this paper we show that the black-box polynomial identity testing for noncommutative polynomials $f\in\mathbb{F}\langle z_1,z_2,\cdots,z_n \rangle$ of degree $D$ and sparsity $t$, can be done in randomized $\poly(n,\log t,\log D)$ time. As a consequence, if the black-box contains a circuit $C$ of size $s$ computing $f\in\mathbb{F}\langle z_1,z_2,\cdots,z_n \rangle$ which has at most $t$ non-zero monomials, then the identity testing can be done by a randomized algorithm with running time polynomial in $s$ and $n$ and $\log t$. This makes significant progress on a question that has been open for over ten years. The earlier result by Bogdanov and Wee [BW05], using the classical Amitsur-Levitski theorem, gives a randomized polynomial-time algorithm only for circuits of polynomially bounded syntactic degree. In our result, we place no restriction on the degree of the circuit. Our algorithm is based on automata-theoretic ideas introduced in [AMS08,AM08]. In those papers, the main idea was to construct deterministic finite automata that isolate a single monomial from the set of nonzero monomials of a polynomial $f$ in $\mathbb{F}\langle z_1,z_2,\cdots,z_n \rangle$. In the present paper, since we need to deal with exponential degree monomials, we carry out a different kind of monomial isolation using nondeterministic automata.