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Boolean Satisfiability (SAT) problems are expressed as mathematical formulas. This paper presents a matrix representation for these SAT problems. It shows how to use this matrix representation to get the full set of valid satisfying…

计算复杂性 · 计算机科学 2025-05-20 Paul W. Homer

While reachability analysis is one of the most promising approaches for formal verification of dynamic systems, a major disadvantage preventing a more widespread application is the requirement to manually tune algorithm parameters such as…

计算机科学中的逻辑 · 计算机科学 2024-04-09 Niklas Kochdumper , Stanley Bak

In the last two decades, modal and description logics have been applied to numerous areas of computer science, including knowledge representation, formal verification, database theory, distributed computing and, more recently, semantic web…

计算机科学中的逻辑 · 计算机科学 2014-01-16 Roberto Sebastiani , Michele Vescovi

We introduce Symbolic Alternating Finite Automata (s-AFA) as an expressive, succinct, and decidable model for describing sets of finite sequences over arbitrary alphabets. Boolean operations over s-AFAs have linear complexity, which is in…

形式语言与自动机理论 · 计算机科学 2016-10-07 Loris D'Antoni , Zachary Kincaid , Fang Wang

Large language models (LLMs) are increasingly used for tasks that implicitly reduce to Boolean satisfiability (SAT), yet their reasoning ability on SAT remains unclear. We present a systematic study of LLMs on 2-SAT and 3-SAT, together with…

人工智能 · 计算机科学 2026-05-28 Leizhen Zhang , Shuhan Chen , Sheng Chen

In this article we address the problem of automatic answer checking in interactive learning systems that support mathematical notation. This problem consists of the problem of establishing identities in formal mathematical systems and hence…

其他计算机科学 · 计算机科学 2016-02-02 Vladimir G. Danilov , Ilya S. Turuntaev

Reinforcement learning with verifiable rewards has significantly advanced reasoning in large language models (LLMs), but such signals remain coarse, offering only binary correctness feedback. This limitation often results in inefficiencies,…

机器学习 · 计算机科学 2026-04-20 Peixuan Han , Adit Krishnan , Gerald Friedland , Jiaxuan You , Chris Kong

We present a novel application of the Kramers-Wannier duality on one of the most important problems of computer science, the Boolean satisfiability problem (SAT). More specifically, we focus on sharp-SAT or equivalently #SAT - the problem…

统计力学 · 物理学 2013-10-10 Joe Mitchell , Benjamin Hsu , Victor Galitski

We introduce Stochastic Asymptotical Regularization (SAR) methods for the uncertainty quantification of the stable approximate solution of ill-posed linear-operator equations, which are deterministic models for numerous inverse problems in…

数值分析 · 数学 2022-12-21 Ye Zhang , Chuchu Chen

We present a compositional SMT-based algorithm for safety of procedural C programs that takes the heap into consideration as well. Existing SMT-based approaches are either largely restricted to handling linear arithmetic operations and…

计算机科学中的逻辑 · 计算机科学 2015-08-07 Anvesh Komuravelli , Nikolaj Bjorner , Arie Gurfinkel , Kenneth L. McMillan

Programs with dynamic allocation are able to create and use an unbounded number of fresh resources, such as references, objects, files, etc. We propose History-Register Automata (HRA), a new automata-theoretic formalism for modelling such…

编程语言 · 计算机科学 2017-01-11 Radu Grigore , Nikos Tzevelekos

The Controllable Image Captioning (CIC) task aims to generate captions conditioned on designated control signals. Several structure-related control signals are proposed to control the semantic structure of sentences, such as sentence length…

人工智能 · 计算机科学 2021-11-23 Zhangzi Zhu , Tianlei Wang , Hong Qu

We study verification over a general model of artifact-centric systems, to assess (parameterized) safety properties irrespectively of the initial database instance. We view such artifact systems as array-based systems, which allows us to…

计算机科学中的逻辑 · 计算机科学 2019-02-28 Diego Calvanese , Silvio Ghilardi , Alessandro Gianola , Marco Montali , Andrey Rivkin

Satisfiability of boolean formulae (SAT) has been a topic of research in logic and computer science for a long time. In this paper we are interested in understanding the structure of satisfiable and unsatisfiable sentences. In previous work…

组合数学 · 数学 2021-05-25 Vaibhav Karve , Anil N. Hirani

Vector Symbolic Architectures (VSAs) are high-dimensional vector representations of objects (eg., words, image parts), relations (eg., sentence structures), and sequences for use with machine learning algorithms. They consist of a vector…

机器学习 · 计算机科学 2015-02-02 Stephen I. Gallant , T. Wendy Okaywe

Reasoning about array data structures is a key requirement for many applications in hardware and software verification, especially in combination with machine integers. The Satisfiability Modulo Theories (SMT) theory of extensional arrays…

计算机科学中的逻辑 · 计算机科学 2026-05-20 Mathias Preiner , Aina Niemetz , Clark Barrett

Satisfiability-based automated reasoning is an approach that is being successfully used in software engineering to validate complex software, including for safety-critical systems. Such reasoning underlies many validation activities, from…

软件工程 · 计算机科学 2024-09-17 Nick Feng , Lina Marsso , Marsha Chechik

Regular synchronization languages can be used to define rational relations of finite words, and to characterize subclasses of rational relations, like automatic or recognizable relations. We provide a systematic study of the decidability of…

形式语言与自动机理论 · 计算机科学 2024-02-14 Christof Löding , Sarah Winter

Abstract Meaning Representation (AMR) is a recently designed semantic representation language intended to capture the meaning of a sentence, which may be represented as a single-rooted directed acyclic graph with labeled nodes and edges.…

计算与语言 · 计算机科学 2019-05-30 Rafael T. Anchieta , Marco A. S. Cabezudo , Thiago A. S. Pardo

Artificial Neural Networks (ANNs) are being deployed for an increasing number of safety-critical applications, including autonomous cars and medical diagnosis. However, concerns about their reliability have been raised due to their…

机器学习 · 计算机科学 2021-09-17 Luiz Sena , Xidan Song , Erickson Alves , Iury Bessa , Edoardo Manino , Lucas Cordeiro , Eddie de Lima Filho