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In a series of papers it has been shown that for many linear algebra operations it is possible to generate families of algorithms by following a systematic procedure. Although powerful, such a methodology involves complex algebraic…

Mathematical Software · Computer Science 2014-10-03 Diego Fabregat-Traver , Paolo Bientinesi

Automatically generating invariants, key to computer-aided analysis of probabilistic and deterministic programs and compiler optimisation, is a challenging open problem. Whilst the problem is in general undecidable, the goal is settled for…

Programming Languages · Computer Science 2022-06-15 Daneshvar Amrollahi , Ezio Bartocci , George Kenison , Laura Kovács , Marcel Moosbrugger , Miroslav Stankovič

Loop invariants are properties of a program loop that hold both before and after each iteration of the loop. They are often used to verify programs and ensure that algorithms consistently produce correct results during execution.…

Symbolic Computation · Computer Science 2026-01-08 Erdenebayar Bayarmagnai , Fatemeh Mohammadi , Rémi Prébet

Provably correct software is one of the key challenges in our softwaredriven society. While formal verification establishes the correctness of a given program, the result of program synthesis is a program which is correct by construction.…

Logic in Computer Science · Computer Science 2021-03-08 Andreas Humenberger , Laura Kovacs

The automatic generation of loop invariants is a fundamental challenge in software verification. While this task is undecidable in general, it is decidable for certain restricted classes of programs. This work focuses on invariant…

Computational Complexity · Computer Science 2024-11-14 Rida Ait El Manssour , George Kenison , Mahsa Shirmohammadi , Anton Varonka

Loop invariants are software properties that hold before and after every iteration of a loop. As such, invariants provide inductive arguments that are key in automating the verification of program loops. The problem of generating loop…

Logic in Computer Science · Computer Science 2023-05-25 George Kenison , Laura Kovács , Anton Varonka

Loop invariants are properties of a program loop that hold before and after each iteration of the loop. They are often employed to verify programs and ensure that algorithms consistently produce correct results during execution.…

Symbolic Computation · Computer Science 2024-05-16 Erdenebayar Bayarmagnai , Fatemeh Mohammadi , Rémi Prébet

We present an algorithm for synthesizing program loops satisfying a given polynomial loop invariant. The class of loops we consider can be modeled by a system of algebraic recurrence equations with constant coefficients. We turn the task of…

Programming Languages · Computer Science 2020-04-29 Andreas Humenberger , Laura Kovács

Analyzing and reasoning about safety properties of software systems becomes an especially challenging task for programs with complex flow and, in particular, with loops or recursion. For such programs one needs additional information, for…

Symbolic Computation · Computer Science 2017-05-12 Andreas Humenberger , Maximilian Jaroschek , Laura Kovács

A formulation for the automated generation of algorithms via mathematical programming (optimization) is proposed. The formulation is based on the concept of optimizing within a parameterized family of algorithms, or equivalently a family of…

Optimization and Control · Mathematics 2018-02-14 Alexander Mitsos , Jaromił Najman , Ioannis G. Kevrekidis

Provably correct software is one of the key challenges of our software-driven society. Program synthesis -- the task of constructing a program satisfying a given specification -- is one strategy for achieving this. The result of this task…

Logic in Computer Science · Computer Science 2022-06-24 Andreas Humenberger , Daneshvar Amrollahi , Nikolaj Bjørner , Laura Kovács

Ensuring software correctness remains a fundamental challenge in formal program verification. One promising approach relies on finding polynomial invariants for loops. Polynomial invariants are properties of a program loop that hold before…

Programming Languages · Computer Science 2025-09-30 Erdenebayar Bayarmagnai , Fatemeh Mohammadi , Rémi Prébet

We present in this paper a new technique for generating polynomial invariants, divided in two independent parts : a procedure that reduces polynomial assignments composed loops analysis to linear loops under certain hypotheses and a…

Logic in Computer Science · Computer Science 2016-11-24 Steven de Oliveira , Saddek Bensalem , Virgile Prevosto

LU-factorization of matrices is one of the fundamental algorithms of linear algebra. The widespread use of supercomputers with distributed memory requires a review of traditional algorithms, which were based on the common memory of a…

Symbolic Computation · Computer Science 2020-11-10 Gennadi Malaschonok

Loop invariants play a very important role in proving correctness of programs. In this paper, we address the problem of generating invariants of polynomial loop programs. We present a new approach, for generating polynomial equation…

Symbolic Computation · Computer Science 2015-03-19 Bin Wu , Liyong Shen , Min Wu , Zhengfeng Yang , Zhenbing Zeng

Automatically generating invariants, key to computer-aided analysis of probabilistic and deterministic programs and compiler optimisation, is a challenging open problem. Whilst the problem is in general undecidable, the goal is settled for…

Programming Languages · Computer Science 2024-11-06 Daneshvar Amrollahi , Ezio Bartocci , George Kenison , Laura Kovács , Marcel Moosbrugger , Miroslav Stankovič

Automated program verification has always been an important component of building trustworthy software. While the analysis of real-world programs remains a theoretical challenge, the automation of loop invariant analysis has effectively…

Software Engineering · Computer Science 2025-09-17 Ruibang Liu , Minyu Chen , Ling-I Wu , Jingyu Ke , Guoqiang Li

This article focuses on automatically generating polynomial equations that are inductive loop invariants of computer programs. We propose a new algorithm for this task, which is based on polynomial interpolation. Though the proposed…

Software Engineering · Computer Science 2012-04-25 Marc Moreno Maza , Rong Xiao

The algorithms in the current sequential numerical linear algebra libraries (e.g. LAPACK) do not parallelize well on multicore architectures. A new family of algorithms, the tile algorithms, has recently been introduced. Previous research…

Mathematical Software · Computer Science 2010-02-23 Emmanuel Agullo , Henricus Bouwmeester , Jack Dongarra , Jakub Kurzak , Julien Langou , Lee Rosenberg

Program verification offers a framework for ensuring program correctness and therefore systematically eliminating different classes of bugs. Inferring loop invariants is one of the main challenges behind automated verification of real-world…

Machine Learning · Computer Science 2019-10-18 Gabriel Ryan , Justin Wong , Jianan Yao , Ronghui Gu , Suman Jana
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