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相关论文: Short Presburger arithmetic is hard

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In the present paper, we consider Presburger arithmetic PrA and the theory of real closed fields RCF. Due to quantifier elimination in these theories, there are two kinds of natural ways to axiomatize them. Namely, on one hand, PrA can be…

逻辑 · 数学 2026-03-03 Fedor Pakhomov , Julien Daoud

We prove a query complexity lower bound for $\mathsf{QMA}$ protocols that solve approximate counting: estimating the size of a set given a membership oracle. This gives rise to an oracle $A$ such that $\mathsf{SBP}^A \not\subset…

计算复杂性 · 计算机科学 2019-02-08 William Kretschmer

In dictionary learning, also known as sparse coding, the algorithm is given samples of the form $y = Ax$ where $x\in \mathbb{R}^m$ is an unknown random sparse vector and $A$ is an unknown dictionary matrix in $\mathbb{R}^{n\times m}$…

数据结构与算法 · 计算机科学 2014-01-06 Sanjeev Arora , Aditya Bhaskara , Rong Ge , Tengyu Ma

This paper gives a thorough overview of what is known about first-order logic with counting quantifiers and with arithmetic predicates. As a main theorem we show that Presburger arithmetic is closed under unary counting quantifiers.…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Nicole Schweikardt

Boolean satisfiability is a propositional logic problem of interest in multiple fields, e.g., physics, mathematics, and computer science. Beyond a field of research, instances of the SAT problem, as it is known, require efficient solution…

新兴技术 · 计算机科学 2020-11-13 S. R. B. Bearden , Y. R. Pei , M. Di Ventra

Fundamentally, every static program analyser searches for a proof through a combination of heuristics providing candidate solutions and a candidate validation technique. Essentially, the heuristic reduces a second-order problem to a…

计算机科学中的逻辑 · 计算机科学 2015-01-20 Cristina David , Daniel Kroening , Matt Lewis

We introduce a problem class we call Polynomial Constraint Satisfaction Problems, or PCSP. Where the usual CSPs from computer science and optimization have real-valued score functions, and partition functions from physics have monomials,…

离散数学 · 计算机科学 2010-01-14 Alexander D. Scott , Gregory B. Sorkin

In many kinds of infinite-state systems, the coverability problem has significantly lower complexity than the reachability problem. In order to delineate the border of computational hardness between coverability and reachability, we propose…

形式语言与自动机理论 · 计算机科学 2025-05-21 Yousef Shakiba , Henry Sinclair-Banks , Georg Zetzsche

We consider probabilistic automata on infinite words with acceptance defined by parity conditions. We consider three qualitative decision problems: (i) the positive decision problem asks whether there is a word that is accepted with…

形式语言与自动机理论 · 计算机科学 2011-07-12 Krishnendu Chatterjee , Mathieu Tracol

We present Woorpje, a string solver for bounded word equations (i.e., equations where the length of each variable is upper bounded by a given integer). Our algorithm works by reformulating the satisfiability of bounded word equations as a…

形式语言与自动机理论 · 计算机科学 2019-06-28 Joel D. Day , Thorsten Ehlers , Mitja Kulczynski , Florin Manea , Dirk Nowotka , Danny Bøgsted Poulsen

A valued constraint satisfaction problem (VCSP) instance $(V,\Pi,w)$ is a set of variables $V$ with a set of constraints $\Pi$ weighted by $w$. Given a VCSP instance, we are interested in a re-weighted sub-instance $(V,\Pi'\subset \Pi,w')$…

数据结构与算法 · 计算机科学 2015-09-08 Arnold Filtser , Robert Krauthgamer

Recent work proposed $\delta$-relevant inputs (or sets) as a probabilistic explanation for the predictions made by a classifier on a given input. $\delta$-relevant sets are significant because they serve to relate (model-agnostic) Anchors…

机器学习 · 计算机科学 2021-06-02 Yacine Izza , Alexey Ignatiev , Nina Narodytska , Martin C. Cooper , Joao Marques-Silva

The bag-of-words model is a standard representation of text for many linear classifier learners. In many problem domains, linear classifiers are preferred over more complex models due to their efficiency, robustness and interpretability,…

计算与语言 · 计算机科学 2017-09-19 Bradford Heap , Michael Bain , Wayne Wobcke , Alfred Krzywicki , Susanne Schmeidl

The boolean satisfiability (SAT) problem asks whether there exists an assignment of boolean values to the variables of an arbitrary boolean formula making the formula evaluate to True. It is well-known that all NP-problems can be coded as…

机器学习 · 计算机科学 2024-10-22 Christopher R. Serrano , Jonathan Gallagher , Kenji Yamada , Alexei Kopylov , Michael A. Warren

We introduce a 2-round stochastic constraint-satisfaction problem, and show that its approximation version is complete for (the promise version of) the complexity class AM. This gives a `PCP characterization' of AM analogous to the PCP…

计算复杂性 · 计算机科学 2010-02-22 Andrew Drucker

Sparsity-based models and techniques have been exploited in many signal processing and imaging applications. Data-driven methods based on dictionary and sparsifying transform learning enable learning rich image features from data, and can…

机器学习 · 计算机科学 2019-09-25 Saiprasad Ravishankar , Anna Ma , Deanna Needell

We analyzed the performance of a biologically inspired algorithm called the Corrected Projections Algorithm (CPA) when a sparseness constraint is required to unambiguously reconstruct an observed signal using atoms from an overcomplete…

数值分析 · 计算机科学 2017-03-24 Gonzalo H Otazu

We study a new class of NP search problems, those which can be proved total using standard combinatorial reasoning based on approximate counting. Our model for this kind of reasoning is the bounded arithmetic theory $\mathrm{APC}_2$ of…

逻辑 · 数学 2021-11-29 Leszek Aleksander Kołodziejczyk , Neil Thapen

It is known [DemriSchnoebelen02] that both satisfiability and model-checking problems for propositional Linear-time Temporal Logic, LTL, with only a single propositional variable in the language are PSPACE-complete, which coincides with the…

计算机科学中的逻辑 · 计算机科学 2018-11-27 Mikhail Rybakov , Dmitry Shkatov

Generalization problems in languages with binders involve computing the most common structure between expressions while respecting bound variable renaming and freshness constraints. These problems often lack a least general solution.…

计算机科学中的逻辑 · 计算机科学 2025-02-27 Daniele Nantes-Sobrinho , Manfred Schmidt-Schauss , Alexander Baumgartner , Temur Kutsia