JOURNAL ARTICLE

Superpolynomial Lower Bounds Against Low-Depth Algebraic Circuits

Nutan LimayeSrikanth SrinivasanSébastien Tavenas

Year: 2024 Journal:   Communications of the ACM Vol: 67 (2)Pages: 101-108   Publisher: Association for Computing Machinery

Abstract

An Algebraic Circuit for a multivariate polynomial P is a computational model for constructing the polynomial P using only additions and multiplications. It is a syntactic model of computation, as opposed to the Boolean Circuit model, and hence lower bounds for this model are widely expected to be easier to prove than lower bounds for Boolean circuits. Despite this, we do not have superpolynomial lower bounds against general algebraic circuits of depth 3 (except over constant-sized finite fields) and depth 4 (over any field other than F 2 ), while constant-depth Boolean circuit lower bounds have been known since the early 1980s. In this paper, we prove the first superpolynomial lower bounds against algebraic circuits of all constant depths over all fields of characteristic 0. We also observe that our super-polynomial lower bound for constant-depth circuits implies the first deterministic sub-exponential time algorithm for solving the Polynomial Identity Testing (PIT) problem for all small-depth circuits using the known connection between algebraic hardness and randomness.

Keywords:
Algebraic number Electronic circuit Computer science Mathematics Discrete mathematics Arithmetic Algorithm Electrical engineering Engineering Mathematical analysis

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Topics

Complexity and Algorithms in Graphs
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
Advanced Graph Theory Research
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
Polynomial and algebraic computation
Physical Sciences →  Computer Science →  Computational Theory and Mathematics

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