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Significant research has been conducted in recent years to extend Inductive Logic Programming (ILP) methods to induce Answer Set Programs (ASP). These methods perform an exhaustive search for the correct hypothesis by encoding an ILP…

计算机科学中的逻辑 · 计算机科学 2018-02-20 Farhad Shakerin , Gopal Gupta

Inferring the substitutable and complementary products for a given product is an essential and fundamental concern for the recommender system. To achieve this, existing approaches take advantage of the knowledge graphs to learn more…

人工智能 · 计算机科学 2021-10-08 Zijing Yang , Jiabo Ye , Linlin Wang , Xin Lin , Liang He

Inductive logic programming (ILP) has been a deeply influential paradigm in AI, enjoying decades of research on its theory and implementations. As a natural descendent of the fields of logic programming and machine learning, it admits the…

人工智能 · 计算机科学 2020-01-16 Vaishak Belle

Automatic or assisted workflow composition is a field of intense research for applications to the world wide web or to business process modeling. Workflow composition is traditionally addressed in various ways, generally via theorem proving…

人工智能 · 计算机科学 2007-05-23 Patrick Albert , Laurent Henocque , Mathias Kleiner

We study the system IFP of intuitionistic fixed point logic, an extension of intuitionistic first-order logic by strictly positive inductive and coinductive definitions. We define a realizability interpretation of IFP and use it to extract…

计算机科学中的逻辑 · 计算机科学 2023-07-25 Ulrich Berger , Hideki Tsuiki

We give a new presentation of interactive realizability with a more explicit syntax. Interactive realizability is a realizability semantics that extends the Curry-Howard correspondence to (sub-)classical logic, more precisely to first-order…

计算机科学中的逻辑 · 计算机科学 2013-10-16 Giovanni Birolo

In a variety of application settings, the user preference for a planning task - the precise optimization objective - is difficult to elicit. One possible remedy is planning as an iterative process, allowing the user to iteratively refine…

人工智能 · 计算机科学 2020-11-20 Rebecca Eifler , Jörg Hoffmann

We propose the Preference Guided Iterated Pareto Referent Optimisation (PG-IPRO) for urban route planning for people with different accessibility requirements and preferences. With this algorithm the user can interact with the system by…

人工智能 · 计算机科学 2026-04-02 Paolo Speziali , Arno De Greef , Mehrdad Asadi , Willem Röpke , Ann Nowé , Diederik M. Roijers

Recent research focuses beyond recommendation accuracy, towards human factors that influence the acceptance of recommendations, such as user satisfaction, trust, transparency and sense of control.We present a generic interactive recommender…

信息检索 · 计算机科学 2019-10-09 Oznur Alkan , Massimiliano Mattetti , Elizabeth M. Daly , Adi Botea , Inge Vejsbjerg

Novel user interfaces based on artificial intelligence, such as natural-language agents, present new categories of engineering challenges. These systems need to cope with uncertainty and ambiguity, interface with machine learning…

编程语言 · 计算机科学 2017-09-18 Alex Renda , Harrison Goldstein , Sarah Bird , Chris Quirk , Adrian Sampson

Computational models of human language often involve combinatorial problems. For instance, a probabilistic parser may marginalize over exponentially many trees to make predictions. Algorithms for such problems often employ dynamic…

计算与语言 · 计算机科学 2021-09-16 Tim Vieira , Ryan Cotterell , Jason Eisner

This paper introduces KRROOD, a framework designed to bridge the integration gap between modern software engineering and Knowledge Representation & Reasoning (KR&R) systems. While Object-Oriented Programming (OOP) is the standard for…

Recent work shows issues of consistency with explanations, with methods generating local explanations that seem reasonable instance-wise, but that are inconsistent across instances. This suggests not only that instance-wise explanations can…

人工智能 · 计算机科学 2022-08-02 Guilherme Paulino-Passos , Francesca Toni

Reconfiguration is an important activity for companies selling configurable products or services which have a long life time. However, identification of a set of required changes in a legacy configuration is a hard problem, since even small…

We present Visual Knowledge oriented Programming platform (VisKoP), a knowledge base question answering (KBQA) system that integrates human into the loop to edit and debug the knowledge base (KB) queries. VisKoP not only provides a neural…

计算与语言 · 计算机科学 2023-07-07 Zijun Yao , Yuanyong Chen , Xin Lv , Shulin Cao , Amy Xin , Jifan Yu , Hailong Jin , Jianjun Xu , Peng Zhang , Lei Hou , Juanzi Li

Although interactive learning puts the user into the loop, the learner remains mostly a black box for the user. Understanding the reasons behind queries and predictions is important when assessing how the learner works and, in turn, trust.…

机器学习 · 统计学 2018-05-23 Stefano Teso , Kristian Kersting

Inductive logic programming (ILP) is a form of machine learning. The goal of ILP is to induce a hypothesis (a set of logical rules) that generalises training examples. As ILP turns 30, we provide a new introduction to the field. We…

人工智能 · 计算机科学 2022-03-23 Andrew Cropper , Sebastijan Dumančić

Consumer-electronics systems are becoming increasingly complex as the number of integrated applications is growing. Some of these applications have real-time requirements, while other non-real-time applications only require good average…

分布式、并行与集群计算 · 计算机科学 2017-11-28 Anna Minaeva , Premysl Sucha , Benny Akesson , Zdenek Hanzalek

Integer Linear Programming (ILP) has a broad range of applications in various areas of artificial intelligence. Yet in spite of recent advances, we still lack a thorough understanding of which structural restrictions make ILP tractable.…

离散数学 · 计算机科学 2020-03-17 Pavel Dvořák , Eduard Eiben , Robert Ganian , Dušan Knop , Sebastian Ordyniak

Intelligent physical systems as embodied cognitive systems must perform high-level reasoning while concurrently managing an underlying control architecture. The link between cognition and control must manage the problem of converting…