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Automated proving of polynomial inequalities is a fundamental challenge in automated mathematical reasoning, where rich algebraic structure and a rapidly growing certificate search space hinder scalability. Purely symbolic approaches…

Artificial Intelligence · Computer Science 2026-05-18 Ruobing Zuo , Hanrui Zhao , Gaolei He , Zhengfeng Yang , Jianlin Wang

Certifying function nonnegativity is a ubiquitous problem in computational mathematics, with especially notable applications in optimization. We study the question of certifying nonnegativity of signomials based on the recently proposed…

Optimization and Control · Mathematics 2021-07-06 Riley Murray , Venkat Chandrasekaran , Adam Wierman

Cylindrical Algebraic Decomposition (CAD) is an important tool within computational real algebraic geometry, capable of solving many problems for polynomial systems over the reals. It has long been studied by the Symbolic Computation…

Symbolic Computation · Computer Science 2018-11-01 Alexander Imani Cowen-Rivers , Matthew England

Circuit polynomials are a certificate of nonnegativity for real polynomials, which can be derived via a generalization of the classical inequality of arithmetic and geometric means. In this article, we show that similarly nonnegativity of…

Algebraic Geometry · Mathematics 2022-11-15 Janin Heuer , Ngoc Mai Tran , Timo de Wolff

Suppose $Q(x)$ is a real $n\times n$ regular symmetric positive semidefinite matrix polynomial. Then it can be factored as $$Q(x) = G(x)^TG(x),$$ where $G(x)$ is a real $n\times n$ matrix polynomial with degree half that of $Q(x)$ if and…

Optimization and Control · Mathematics 2023-08-28 Sarah Gift , Hugo J. Woerdeman

In this article we give an explicit algorithm which will determine, in a discrete and computable way, whether a finite piecewise Euclidean complex is non-positively curved. In particular, given such a complex we show how to define a boolean…

Geometric Topology · Mathematics 2012-05-16 Murray Elder , Jon McCammond

A linear map between real symmetric matrix spaces is positive if all positive semidefinite matrices are mapped to positive semidefinite ones. A real symmetric matrix is separable if it can be written as a summation of Kronecker products of…

Optimization and Control · Mathematics 2016-03-29 Jiawang Nie , Xinzhen Zhang

We look for algebraic certificates of positivity for functions which are not necessarily polynomial functions. Similar questions were examined earlier by Lasserre and Putinar and by Putinar. We explain how these results can be understood as…

Algebraic Geometry · Mathematics 2010-04-27 Tim Netzer , Murray Marshall

Real algebraic geometry provides certificates for the positivity of polynomials on semi-algebraic sets by expressing them as a suitable combination of sums of squares and the defining inequalitites. We show how Putinar's theorem for…

Optimization and Control · Mathematics 2014-02-26 Daniel Plaumann

Qualitative numerical planning is classical planning extended with non-negative real variables that can be increased or decreased "qualitatively", i.e., by positive indeterminate amounts. While deterministic planning with numerical…

Artificial Intelligence · Computer Science 2020-11-30 Blai Bonet , Hector Geffner

We define memory-efficient certificates for $\mu$-calculus model checking problems based on the well-known correspondence of the $\mu$-calculus model checking with winning certain parity games. Winning strategies can independently checked,…

Logic in Computer Science · Computer Science 2014-01-09 Martin Hofmann , Harald Ruess

Patch robustness certification ensures no patch within a given bound on a sample can manipulate a deep learning model to predict a different label. However, existing techniques cannot certify samples that cannot meet their strict bars at…

Machine Learning · Computer Science 2023-09-08 Qilin Zhou , Zhengyuan Wei , Haipeng Wang , W. K. Chan

We consider linear recurrences with polynomial coefficients of Poincar\'e type and with a unique simple dominant eigenvalue. We give an algorithm that proves or disproves positivity of solutions provided the initial conditions satisfy a…

Symbolic Computation · Computer Science 2024-01-18 Alaa Ibrahim , Bruno Salvy

To cater to the needs of (Zero Knowledge) proofs for (mathematical) proofs, we describe a method to transform formal sentences in 2x2-matrices over multivariate polynomials with integer coefficients, such that usual proof-steps like…

Logic · Mathematics 2025-09-17 Mihai Prunescu

Using polynomial equations to model combinatorial problems has been a popular tool both in computational combinatorics as well as an approach to proving new theorems. In this paper, we look at several combinatorics problems modeled by…

Combinatorics · Mathematics 2016-07-19 Bart Sevenster , Jacob Turner

We consider the problem of certifying lower bounds for real-valued multivariate transcendental functions. The functions we are dealing with are nonlinear and involve semialgebraic operations as well as some transcendental functions like…

Optimization and Control · Mathematics 2014-10-17 Xavier Allamigeon , Stéphane Gaubert , Victor Magron , Benjamin Werner

Certifying nonnegativity of polynomials is a well-known NP-hard problem with direct applications spanning non-convex optimization, control, robotics, and beyond. A sufficient condition for nonnegativity is the Sum of Squares (SOS) property,…

Machine Learning · Computer Science 2025-10-16 Nico Pelleriti , Christoph Spiegel , Shiwei Liu , David Martínez-Rubio , Max Zimmer , Sebastian Pokutta

We introduce novel mathematical and computational tools to develop a complete algorithm for computing the set of non-properness of polynomials maps in the plane. In particular, this set, which we call \emph{the Jelonek set}, is a subset of…

Algebraic Geometry · Mathematics 2023-06-27 Boulos El Hilany , Elias Tsigaridas

We consider certificates of positivity for univariate polynomials with rational coefficients that are positive over (an interval of)~$\mathbb{R}$. Such certificates take the form of weighted sums of squares (SOS) of polynomials with…

Computational Complexity · Computer Science 2025-12-30 Matías Bender , Philipp Di Dio , Elias Tsigaridas

We introduce the concept of disjunctive sum of squares for certifying nonnegativity of polynomials. Unlike the popular sum of squares approach where nonnegativity is certified by a single algebraic identity, the disjunctive sum of squares…

Optimization and Control · Mathematics 2026-05-28 Amir Ali Ahmadi , Sanjeeb Dash , Yixuan Hua , Bartolomeo Stellato