Can’t you answer while you wait?

IF 1 4区 计算机科学 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Luís Cruz-Filipe, Graça Gaspar, Isabel Nunes
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引用次数: 0

Abstract

Many modern-day systems rely on information that is constantly arriving, and they need to make decisions based on it – a problem known as continuous query answering. In many situations, these systems can benefit from identifying possible outcomes that are consistent with the data available so far. Such scenarios are called hypothetical answers, and previous work has defined them precisely and shown how they can be updated in step with the arrival of additional input. Most existing formalisms assume that data always arrives instantaneously, which is not realistic. In this work, we relax this problem by allowing data to arrive later, and potentially out of order. By revisiting the underlying intuitions in previous work, we develop a more general framework that supports communication delays. The interaction between communication delays and negation poses some challenging problems, which we address using fixpoint theory. We show that the relevant fixpoints can be computed in finite time by a carefully designed algorithm.

你不能一边等一边回答吗?
许多现代系统依赖于不断到达的信息,它们需要在此基础上做出决策——这是一个被称为连续查询回答的问题。在许多情况下,这些系统可以从识别与现有数据一致的可能结果中获益。这样的场景被称为假设答案,以前的工作已经精确地定义了它们,并展示了它们如何随着额外输入的到来而同步更新。大多数现有的形式化假设数据总是瞬间到达,这是不现实的。在这项工作中,我们通过允许数据晚一点到达(可能是无序的)来缓解这个问题。通过回顾之前工作中的基本直觉,我们开发了一个支持通信延迟的更通用的框架。沟通延迟和否定之间的相互作用提出了一些具有挑战性的问题,我们使用不动点理论来解决这些问题。我们证明了相关不动点可以通过精心设计的算法在有限时间内计算出来。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Annals of Mathematics and Artificial Intelligence
Annals of Mathematics and Artificial Intelligence 工程技术-计算机:人工智能
CiteScore
3.00
自引率
8.30%
发文量
37
审稿时长
>12 weeks
期刊介绍: Annals of Mathematics and Artificial Intelligence presents a range of topics of concern to scholars applying quantitative, combinatorial, logical, algebraic and algorithmic methods to diverse areas of Artificial Intelligence, from decision support, automated deduction, and reasoning, to knowledge-based systems, machine learning, computer vision, robotics and planning. The journal features collections of papers appearing either in volumes (400 pages) or in separate issues (100-300 pages), which focus on one topic and have one or more guest editors. Annals of Mathematics and Artificial Intelligence hopes to influence the spawning of new areas of applied mathematics and strengthen the scientific underpinnings of Artificial Intelligence.
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