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相关论文: Worst-Case Groundness Analysis Using Definite Bool…

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Boolean functions can be used to express the groundness of, and trace grounding dependencies between, program variables in (constraint) logic programs. In this paper, a variety of issues pertaining to the efficient Prolog implementation of…

编程语言 · 计算机科学 2007-05-23 Jacob M. Howe , Andy King

Interpretation methods and their restrictions to polynomials have been deeply used to control the termination and complexity of first-order term rewrite systems. This paper extends interpretation methods to a pure higher order functional…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Emmanuel Hainry , Romain Péchoux

In the worst-case analysis of algorithms, the overall performance of an algorithm is summarized by its worst performance on any input. This approach has countless success stories, but there are also important computational problems --- like…

数据结构与算法 · 计算机科学 2018-06-27 Tim Roughgarden

In this paper we investigate the complexity of abduction, a fundamental and important form of non-monotonic reasoning. Given a knowledge base explaining the world's behavior it aims at finding an explanation for some observed manifestation.…

计算复杂性 · 计算机科学 2010-06-28 Nadia Creignou , Johannes Schmidt , Michael Thomas

Argumentation frameworks, consisting of arguments and an attack relation representing conflicts, are fundamental for formally studying reasoning under conflicting information. We use methods from mathematical logic, specifically…

人工智能 · 计算机科学 2025-12-01 Uri Andrews , Luca San Mauro

One of the primary goals of the mathematical analysis of algorithms is to provide guidance about which algorithm is the "best" for solving a given computational problem. Worst-case analysis summarizes the performance profile of an algorithm…

数据结构与算法 · 计算机科学 2020-07-28 Tim Roughgarden

Evaluating explanations of image classifiers regarding ground truth, e.g. segmentation masks defined by human perception, primarily evaluates the quality of the models under consideration rather than the explanation methods themselves.…

计算机视觉与模式识别 · 计算机科学 2023-11-09 Hubert Baniecki , Maciej Chrabaszcz , Andreas Holzinger , Bastian Pfeifer , Anna Saranti , Przemyslaw Biecek

Analogical reasoning is a powerful inductive mechanism, widely used in human cognition and increasingly applied in artificial intelligence. Formal frameworks for analogical inference have been developed for Boolean domains, where inference…

人工智能 · 计算机科学 2025-12-01 Francisco Cunha , Yves Lepage , Miguel Couceiro , Zied Bouraoui

We establish a generic form of hardness amplification for the approximability of constant-depth Boolean circuits by polynomials. Specifically, we show that if a Boolean circuit cannot be pointwise approximated by low-degree polynomials to…

计算复杂性 · 计算机科学 2014-04-29 Mark Bun , Justin Thaler

We explore conditions for when the gradient of a deep declarative node can be approximated by ignoring constraint terms and still result in a descent direction for the global loss function. This has important practical application when…

机器学习 · 计算机科学 2023-06-27 Stephen Gould , Ming Xu , Zhiwei Xu , Yanbin Liu

Abstract argumentation is a popular toolkit for modeling, evaluating, and comparing arguments. Relationships between arguments are specified in argumentation frameworks (AFs), and conditions are placed on sets (extensions) of arguments that…

人工智能 · 计算机科学 2024-08-21 Johannes K. Fichte , Markus Hecher , Yasir Mahmood , Arne Meier

Binary-level pointer analysis can be of use in symbolic execution, testing, verification, and decompilation of software binaries. In various such contexts, it is crucial that the result is trustworthy, i.e., it can be formally established…

软件工程 · 计算机科学 2025-01-30 Freek Verbeek , Ali Shokri , Daniel Engel , Binoy Ravindran

Dominant areas of computer science and computation systems are intensively linked to the hypercube-related studies and interpretations. This article presents some transformations and analytics for some example algorithms and Boolean domain…

离散数学 · 计算机科学 2024-02-05 Levon Aslanyan , Irina Arsenyan , Vilik Karakhanyan , Hasmik Sahakyan

In the article, within the framework of the Boolean Satisfiability problem (SAT), the problem of estimating the hardness of specific Boolean formulas w.r.t. a specific complete SAT solving algorithm is considered. Based on the well-known…

人工智能 · 计算机科学 2023-12-19 Daniil Chivilikhin , Artem Pavlenko , Alexander Semenov

Static analyses overwhelmingly trade precision for soundness and automation. For this reason, their use-cases are restricted to situations where imprecision isn't prohibitive. In this paper, we propose and specify a static analysis that…

编程语言 · 计算机科学 2026-02-10 Abdullah H. Rasheed

The paper proposes a theoretical approach of the debugging of constraint programs based on a notion of explanation tree. The proposed approach is an attempt to adapt algorithmic debugging to constraint programming. In this theoretical…

软件工程 · 计算机科学 2007-05-23 Gerard Ferrand , Willy Lesaint , Alexandre Tessier

Probabilistic abstract interpretation is a theory used to extract particular properties of a computer program when it is infeasible to test every single inputs. In this paper we apply the theory on neural networks for the same purpose: to…

人工智能 · 计算机科学 2026-03-27 Zhuofan Zhang , Herbert Wiklicky

Analysis of (partial) groundness is an important application of abstract interpretation. There are several proposals for improving the precision of such an analysis by exploiting type information, icluding our own work with Hill and King,…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Jan-Georg Smaus

The traditional abstract domain framework for imperative programs suffers from several shortcomings; in particular it does not allow precise symbolic abstractions. To solve these problems, we propose a new abstract interpretation framework,…

软件工程 · 计算机科学 2018-01-01 Matthieu Lemerre , Sébastien Bardin

In recent work, we have introduced a framework for fine-grained consent management in databases, which combines Boolean data provenance with the field of interactive Boolean evaluation. In turn, interactive Boolean evaluation aims at…

数据库 · 计算机科学 2022-05-10 Antoine Amarilli , Yael Amsterdamer
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