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Can scientific discovery be made arbitrarily easy by choosing the right representation, collecting enough data, and deploying sufficiently powerful algorithms? This paper argues that the answer is fundamentally negative. We introduce the…

人工智能 · 计算机科学 2026-04-23 Angshul Majumdar

We investigate the computational complexity of the satisfiability problem of modal inclusion logic. We distinguish two variants of the problem: one for the strict and another one for the lax semantics. Both problems turn out to be…

计算机科学中的逻辑 · 计算机科学 2017-10-17 Lauri Hella , Antti Kuusisto , Arne Meier , Heribert Vollmer

We systematically investigate the complexity of model checking the existential positive fragment of first-order logic. In particular, for a set of existential positive sentences, we consider model checking where the sentence is restricted…

计算机科学中的逻辑 · 计算机科学 2015-03-20 Hubie Chen

Exhibiting a deep connection between purely geometric problems and real algebra, the complexity class $\exists \mathbb{R}$ plays a crucial role in the study of geometric problems. Sometimes $\exists \mathbb{R}$ is referred to as the 'real…

计算几何 · 计算机科学 2021-11-15 Michael G. Dobbins , Linda Kleist , Tillmann Miltzow , Paweł Rzążewski

We consider the satisfiability problem for the two-variable fragment of first-order logic over finite unranked trees. We work with signatures consisting of some unary predicates and the binary navigational predicates child, right sibling,…

计算机科学中的逻辑 · 计算机科学 2014-10-22 Witold Charatonik , Emanuel Kieroński , Filip Mazowiecki

Probabilistic team semantics is a framework for logical analysis of probabilistic dependencies. Our focus is on the axiomatizability, complexity, and expressivity of probabilistic inclusion logic and its extensions. We identify a natural…

计算机科学中的逻辑 · 计算机科学 2021-12-22 Miika Hannula , Jonni Virtema

We first show that infinite satisfiability can be reduced to finite satisfiability for all prenex formulas of Separation Logic with $k\geq1$ selector fields ($\seplogk{k}$). Second, we show that this entails the decidability of the finite…

计算机科学中的逻辑 · 计算机科学 2018-05-01 Mnacho Echenim , Radu Iosif , Nicolas Peltier

In the BCSS model of real number computations we prove a concrete and explicit semi-decidable language to be undecidable yet not reducible from (and thus strictly easier than) the real Halting Language. This solution to Post's Problem over…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Klaus Meer , Martin Ziegler

The complexity class $NP$ can be logically characterized both through existential second order logic $SO\exists$, as proven by Fagin, and through simulating a Turing machine via the satisfiability problem of propositional logic SAT, as…

逻辑 · 数学 2014-10-21 Tuomo Kauranne

For the additive real BSS machines using only constants 0 and 1 and order tests we consider the corresponding Turing reducibility and characterize some semi-decidable decision problems over the reals. In order to refine, step-by-step, a…

计算机科学中的逻辑 · 计算机科学 2016-03-27 Christine Gaßner

Modal logics are widely used in computer science. The complexity of modal satisfiability problems has been investigated since the 1970s, usually proving results on a case-by-case basis. We prove a very general classification for a wide…

计算复杂性 · 计算机科学 2008-02-14 Edith Hemaspaandra , Henning Schnoor

We study the decision problem Affine Rank Minimization, denoted ARM(k). The input consists of rational matrices A_1,...,A_q in Q^{m x n} and rational scalars b_1,...,b_q in Q. The question is whether there exists a real matrix X in R^{m x…

计算复杂性 · 计算机科学 2026-02-17 Angshul Majumdar

Current Retrieval-Augmented Generation (RAG) systems predominantly rely on relevance-based dense retrieval, sequentially fetching documents to maximize semantic similarity with the query. However, in knowledge-intensive and real-world…

人工智能 · 计算机科学 2026-03-31 Davide Di Gioia

Propositional satisfiability (SAT) is one of the most fundamental problems in computer science. Its worst-case hardness lies at the core of computational complexity theory, for example in the form of NP-hardness and the (Strong) Exponential…

离散数学 · 计算机科学 2022-09-02 Tobias Friedrich , Ralf Rothenberger

Descriptive complexity theory aims at inferring a problem's computational complexity from the syntactic complexity of its description. A cornerstone of this theory is Fagin's Theorem, by which a graph property is expressible in existential…

计算机科学中的逻辑 · 计算机科学 2014-12-22 Till Tantau

This paper presents a novel simplification calculus for propositional logic derived from Peirce's existential graphs' rules of inference and implication graphs. Our rules can be applied to propositional logic formulae in nested form, are…

计算机科学中的逻辑 · 计算机科学 2025-06-18 Jordina Francès de Mas , Juliana Bowles

Contrastive Representation Learning (CRL) has achieved strong empirical success in multiple machine learning disciplines, yet its theoretical sample complexity remains poorly understood. Existing analyses usually assume that input tuples…

机器学习 · 统计学 2026-05-29 Nong Minh Hieu , Antoine Ledent

Refinement Modal Logic (RML), which was recently introduced by Bozzelli et al., is an extension of classical modal logic which allows one to reason about a changing model. In this paper we study computational complexity questions related to…

计算机科学中的逻辑 · 计算机科学 2013-09-23 Antonis Achilleos , Michael Lampis

In this paper we investigate formal verification problems for Neural Network computations. Various reachability problems will be in the focus, such as: Given symbolic specifications of allowed inputs and outputs in form of Linear…

计算复杂性 · 计算机科学 2023-06-12 Adrian Wurm

We develop a complexity theory for approximate real computations. We first produce a theory for exact computations but with condition numbers. The input size depends on a condition number, which is not assumed known by the machine. The…

计算复杂性 · 计算机科学 2020-05-05 Gregorio Malajovich , Mike Shub