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检索条件"任意字段=15th International Conference on Logic for Programming Artificial Intelligence and Reasoning"

共 1550 条记录，以下是31-40 订阅

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Semantic-Based Arguments Using logic programming Rewriting Systems 17th

Semantic-Based Arguments Using Logic Programming Rewriting S...

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17th international conference on logic programming and Non-monotonic reasoning

作者： Guerrero, Esteban Nieves, Juan Carlos Umea Univ Dept Comp Sci Umea Sweden

ISBN: (纸本)9783031742088;9783031742095

Traditionally, in the argumentation theory literature structured arguments are constructed from rules interpretations aiming to build well-supported deductive evidence. Different from other approaches, we emphasize the role of investigating general frameworks that can also provide a consistent and well-defined justification for a conclusion that cannot be inferred and there is certainty about it, which we call here NAF-arguments, which have been less explored in the formal argumentation theory, despite its potential use in practical applications for building nuanced well-structured explanations and justifications. this article introduces the so-called semantic argumentation guaranteeing well-known principles for quality in structured argumentation, and with the ability to generate two types of arguments, those where the conclusion atoms are semantically interpreted as true, and those where the conclusion is assumed to be false, we call them here semantic and NAF-arguments respectively. this framework is defined on the set of all logic programs in terms of rewriting systems based on a confluent set of transformation rules, the so-called Confluent logic programming Systems, making this approach a general framework. Additionally, we introduce a method for building such arguments using the program's strata through partial interpretations. We implement our framework named semantic argumentation solver available open source.

关键词： logic programming

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Towards Explainable Weather Forecasting through FastLAS 17th

Towards Explainable Weather Forecasting Through FastLAS

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17th international conference on logic programming and Non-monotonic reasoning

作者： Dreossi, Talissa Dovier, Agostino Formisano, Andrea Law, Mark Manzato, Agostino Russo, Alessandra Tait, Matthew Univ Udine Udine Italy ILASP Ltd London England ARPA FVG OSMER Udine Italy Imperial Coll London London England

ISBN: (纸本)9783031742088;9783031742095

Weather forecasting is important for saving lives, protecting property, and supporting economic activities. It provides timely warnings for severe weather, improves agricultural planning, and aids in disaster management. Neural networks and deep learning methods can achieve impressive accuracy in weather prediction, but their black-box nature lacks in explainability. To address this limitation, we investigated the potential of FastLAS, an Inductive logic programming (ILP) framework, to produce reliable and, more important, explainable weather predictions. FastLAS learns ASP programs whose syntax and structural semantics resemble natural human language, making them easily understandable and interpretable by humans. the supportedness of stable models allows a clear explanation of the predictions. Our empirical evaluation on data from an Italian weather forecasting center shows that our approach is capable of learning predictive models from small dataset (a few samples instead of the thousands needed by neural networks) achieving an accuracy higher than statistical machine learning base lines.

关键词： ILP logic programming AI Explainability

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Adding Concurrency to Quantum Dynamic logic 4th

Adding Concurrency to Quantum Dynamic Logic

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4th international conference on artificial intelligence logic and Applications

作者： Jain, Manisha Fernandes, Vitor Madeira, Alexandre Univ Aveiro Dept Math CIDMA Aveiro Portugal Int Iberian Nanotechnol Lab INL Braga Portugal INESC TEC Porto Portugal Univ Minho Braga Portugal

ISBN: (纸本)9789819603534;9789819603541

this work focuses on quantum programming language and logics for quantum programs. We extend the standard quantum programming language with a parallel operator and an await command. Our extended quantum dynamic logic provides a more robust framework for reasoning about the behaviors and properties of quantum programs that utilize these new constructs. these new features enhance the language's capability to handle concurrent quantum operations and synchronization, enabling more advanced and efficient quantum computations.

关键词： Quantum dynamic logic Concurrent quantum programs Formal methods to quantum programming

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A Simulation for Supply Chains Contract Execution 17th

A Simulation for Supply Chains Contract Execution

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17th international conference on logic programming and Non-monotonic reasoning

作者： Tran, Long Son, Tran Cao Flynn, Dylan Balduccini, Marcello New Mexico State Univ Las Cruces NM 88003 USA St Josephs Univ Philadelphia PA 19131 USA

ISBN: (纸本)9783031742088;9783031742095

Supply chains exhibit complex dynamics and intricate dependencies among their components, whose understanding is crucial for addressing the challenges highlighted by recent global disruptions. this paper presents a novel multi-agent system designed to simulate supply chains, linking reasoning about dynamic domains and multi-agent systems to reasoning about the high-level primitives of the NIST CPS Framework. Our approach synthesizes existing research on supply chain formalization and integrates these insights with multi-agent techniques, employing a declarative approach to model interactions and dependencies. the simulation framework models a set of autonomous agents within a partially observable environment, and whose interactions are dictated by contracts. the system dynamically reconciles agents' actions, assessing their feasibility and consequences. Based on the state of the domain, the simulation framework also draws conclusions about the high-level notions of requirements and concerns of the NIST CPS Framework, which provide a uniform and domain-agnostic vocabulary for the understanding of such complex systems as supply chains.

关键词： Answer Set programming Dynamic Domains Multi-Agent Systems MAS Simulation Contract Formalization Supply Chains

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Modelling Dialogues in a Concurrent Language for Argumentation 17th

Modelling Dialogues in a Concurrent Language for Argumentati...

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17th international conference on logic programming and Non-monotonic reasoning

作者： Bistarelli, Stefano Chiara, Maria M. Taticchi, Carlo Univ Perugia Perugia Italy Univ G dAnnunzio Chieti Italy

ISBN: (纸本)9783031742088;9783031742095

In the fast-growing area of artificial intelligence (AI), the ability of autonomous agents to engage in complex debates is crucial for consensus building on beliefs, actions, or goals and forms the basis for applications in decision-making, planning, opinion polling, and negotiation. In this paper, we leverage the Timed Concurrent Language for Argumentation, a modelling language derived from concurrent programming paradigms and Argumentation theory, to introduce well-known high-level propositions (claim, counter, why, argue, concede, and retract) to model various debate forms, making it a powerful tool for agent interaction. the obtained constructs, specifically designed for multi-agent reasoning and the facilitation of argumentation, define the dialogue language DICLA (DIalogic Concurrent Language for Argumentation) that enables domain experts to employ advanced computational argumentation tools without needing programming skills, bridging the gap between theoretical argumentation models and practical, real-world applications.

关键词： Computational Argumentation Debates Concurrency Multi-agent reasoning

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LTLf2ASP: LTLf Bounded Satisfiability in ASP 17th

LTLf2ASP: LTLf Bounded Satisfiability in ASP

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17th international conference on logic programming and Non-monotonic reasoning

作者： Fionda, Valeria Ielo, Antonio Ricca, Francesco Univ Calabria Arcavacata Di Rende CS Italy

ISBN: (纸本)9783031742088;9783031742095

Finite variant of Linear Temporal logic (LTLf) is increasingly popular in artificial intelligence (AI).Indeed, several AI applications rely on checking the satisfiability of temporal specifications expressed in LTLf (e.g., planning, and model-checking). this paper describes ltlf2asp, an ASP-based system for bounded satisfiability checking of LTLf formulae. the approach is based on a natural encoding in ASP of temporal operators that is inspired to SAT-based approaches. Experiments show that our system compares favourably to the state-ofthe-art, and shows the ASP technology stack is a suitable alternative to SAT/SMT solvers for bounded satisfiability checking of LTLf formulae.

关键词： Linear Temporal logic over Finite Traces ASP

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Consequence Operators of Characterization logics - the Case of Abstract Argumentation 17th

Consequence Operators of Characterization Logics - The Case ...

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17th international conference on logic programming and Non-monotonic reasoning

作者： Baurnann, Ringo Strass, Hannes Univ Leipzig Leipzig Germany Ctr Scalable Data Analyt & Artificial Intelligenc Dresden Germany Tech Univ Dresden Dresden Germany

ISBN: (纸本)9783031742088;9783031742095

the analysis of properties of consequence operators has been a very active field in the formative years of non-monotonic reasoning. One possible approach to do this is to start with a model-theoretic semantics and then to study the logical consequence relation induced by that semantics. In this paper we follow that approach and analyse resulting consequence operators of so-called characterization logics. Roughly speaking, a characterization logic characterizes, via its own notion of ordinary equivalence, another logic's notion of strong equivalence. For example, the logic of here and there is a characterization logic for answer set programs, because strong equivalence of the latter is characterized by ordinary equivalence of the former. In previous work, we showed that the consideration of finite knowledge bases only - a common assumption in the field of knowledge representation - guarantees the existence (and uniqueness) of characterization logics. In this paper, we apply this existence result to the field of abstract argumentation. We show that the associated consequence operator outputs a so-called reverse kernel, a useful construct that received comparably little attention in the literature so far. As an aside, we clarify that for several well-known logics, their canonical characterization consequence operators are well-behaved.

关键词： Characterization logic Strong Equivalence Abstract Argumentation

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Using Learning from Answer Sets for Robust Question Answering with LLM 17th

Using Learning from Answer Sets for Robust Question Answerin...

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17th international conference on logic programming and Non-monotonic reasoning

作者： Kareem, Irfan Gallagher, Katie Borroto, Manuel Ricca, Francesco Russo, Alessandra Univ Calabria Dept Math & Comp Sci Cosenza Italy Univ Chicago Chicago IL 60637 USA Imperial Coll London Dept Comp London England

ISBN: (纸本)9783031742088;9783031742095

Large Language Models (LLMs) lack the ability for commonsense reasoning and learning from text. In this work, we present a system, called LLM2LAS, for learning commonsense knowledge from story-based question and answering expressed in natural language. LLM2LAS combines the semantic parsing capability of LLMs with ILASP for learning commonsense knowledge expressed as answer set programs. LLM2LAS requires only few examples of questions and answers to learn general commonsense knowledge and correctly answer unseen questions. An empirical evaluation demonstrates the viability of our approach.

关键词： logic-based Learning Knowledge Representation Question and Answering (Q&A)

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Monitoring and Scheduling of Semiconductor Failure Analysis Labs 17th

Monitoring and Scheduling of Semiconductor Failure Analysis ...

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17th international conference on logic programming and Non-monotonic reasoning

作者： Mastria, Elena Pagliaro, Domenico Calimeri, Francesco Perri, Simona Pleschberger, Martin Schekotihin, Konstantin KAI GmbH Villach Austria Univ Calabria Dept Math & Comp Sci Arcavacata Di Rende Italy Univ Klagenfurt Dept AI & Cybersecur Klagenfurt Austria

ISBN: (纸本)9783031742088;9783031742095

Finding non-conformities, such as physical failures causing electrical malfunctioning of a device, in modern semiconductor devices is challenging. Highly qualified employees in a failure analysis (FA) lab typically use sophisticated and expensive tools like scanning electron microscopes to identify and locate such non-conformities. Given the increasing complexity of investigated devices and very limited resources, labs may struggle to deliver analysis results in time. this paper proposes an approach to optimize the usage of FA lab resources by combining constraint programming with stream reasoning enabling situation-dependent monitoring of the lab's conditions and schedule maintenance. Evaluation results indicate that our system can significantly improve the tardiness of real-world FA labs, and all its computational tasks can be finished in an average time of 3.6 s, with a maximum of 15.2 s, which is acceptable for the lab's workflows.

关键词： Scheduling Monitoring Stream reasoning Constraint programming

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An ASP-Based Approach to Water Distribution System Reconstruction 17th

An ASP-Based Approach to Water Distribution System Reconstru...

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17th international conference on logic programming and Non-monotonic reasoning

作者： Ielo, Antonio Falco, Salvatore Iiritano, Salvatore Piro, Patrizia Polizzi, Ada Ricca, Francesco Univ Calabria I-87036 Arcavacata Di Rende CS Italy SigmaWater Srl I-87036 Arcavacata Di Rende CS Italy Revelis Srl I-87036 Arcavacata Di Rende CS Italy

ISBN: (纸本)9783031742088;9783031742095

Hydraulic engineering analysis of Water Distribution Systems (WDSs) is performed by running simulation softwares. the starting point to setup a simulation is to reconstruct the WDS topology. In many countries, including Italy, it often happens that data on the WDS is not readily available and accessible in digital format, and topology-reconstruction has to be carried out manually. this paper describes an application of Answer Set programming to partially automate the task of determining a WDS topology from geospatial data. Also, we report on a real-world use case that shows the feasibility of our approach.

关键词： Answer Set programming Hydro-informatics Applications

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