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An \textit{abstract argumentation framework} ({\sc af} for short) is a directed graph $(A,R)$ where $A$ is a set of \textit{abstract arguments} and $R\subseteq A \times A$ is the \textit{attack} relation. Let $H=(A,R)$ be an {\sc af}, $S…

数据结构与算法 · 计算机科学 2021-09-15 Samer Nofal , Amani Abu Jabal , Abdullah Alfarrarjeh , Ismail Hababeh

Provenance in databases has been thoroughly studied for positive and for recursive queries, then for first-order (FO) queries, i.e., having negation but no recursion. Query evaluation can be understood as a two-player game where the…

人工智能 · 计算机科学 2025-07-25 Shawn Bowers , Yilin Xia , Bertram Ludäscher

Data analytics often involves hypothetical reasoning: repeatedly modifying the data and observing the induced effect on the computation result of a data-centric application. Previous work has shown that fine-grained data provenance can help…

数据库 · 计算机科学 2020-07-13 Daniel Deutch , Yuval Moskovitch , Noam Rinetzky

Dung's abstract argumentation frameworks model acceptability solely in terms of an attack relation, thereby conflating two conceptually distinct aspects of argumentative reasoning: direct conflict between arguments and the structural…

人工智能 · 计算机科学 2026-04-14 Beishui Liao

We present an extension-based approach for computing and verifying preferences in an abstract argumentation system. Although numerous argumentation semantics have been developed previously for identifying acceptable sets of arguments from…

人工智能 · 计算机科学 2024-03-27 Quratul-ain Mahesar , Nir Oren , Wamberto W. Vasconcelos

In Dung-style abstract argumentation, various semantics capture notions of acceptability of arguments. The admissibility semantics capture the notion that an argument can be consistently defended from any potential counterargument. Weak…

人工智能 · 计算机科学 2026-05-05 Uri Andrews , Luca San Mauro , John Spoerl

The notion of stability in a structured argumentation setup characterizes situations where the acceptance status associated with a given literal will not be impacted by any future evolution of this setup. In this paper, we abstract away…

人工智能 · 计算机科学 2020-12-24 Jean-Guy Mailly , Julien Rossit

The assignment of weights to attacks in a classical Argumentation Framework allows to compute semantics by taking into account the different importance of each argument. We represent a Weighted Argumentation Framework by a non-binary…

人工智能 · 计算机科学 2018-10-04 Stefano Bistarelli , Alessandra Tappini , Carlo Taticchi

Argumentation frameworks, consisting of arguments and an attack relation representing conflicts, are fundamental for formally studying reasoning under conflicting information. We use methods from mathematical logic, specifically…

人工智能 · 计算机科学 2025-12-01 Uri Andrews , Luca San Mauro

This paper studies a fundamental mechanism of how to detect a conflict between arguments given sentiments regarding acceptability of the arguments. We introduce a concept of the inverse problem of the abstract argumentation to tackle the…

人工智能 · 计算机科学 2021-01-28 Hiroyuki Kido , Beishui Liao

Counterfactual explanations offer an intuitive way to interpret graph neural networks (GNNs) by identifying minimal changes that alter a model's prediction, thereby answering "what must differ for a different outcome?". In this work, we…

机器学习 · 计算机科学 2026-02-09 Yu Zhang , Sean Bin Yang , Arijit Khan , Cuneyt Gurcan Akcora

The fundamental tension between availability and consistency shapes the design of distributed storage systems. Classical results capture extreme points of this trade-off: the CAP theorem shows that strong models like linearizability…

分布式、并行与集群计算 · 计算机科学 2025-10-29 Hagit Attiya , Constantin Enea , Enrique Román-Calvo

A model checking computation checks whether a given logical sentence is true in a given finite structure. Provenance analysis abstracts from such a computation mathematical information on how the result depends on the atomic data that…

计算机科学中的逻辑 · 计算机科学 2020-10-21 Erich Grädel , Val Tannen

Dung's abstract argumentation theory is a widely used formalism to model conflicting information and to draw conclusions in such situations. Hereby, the knowledge is represented by so-called argumentation frameworks (AFs) and the reasoning…

人工智能 · 计算机科学 2016-04-01 Ringo Baumann , Thomas Linsbichler , Stefan Woltran

Argumentation has proved a useful tool in defining formal semantics for assumption-based reasoning by viewing a proof as a process in which proponents and opponents attack each others arguments by undercuts (attack to an argument's premise)…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Ralf Schweimeier , Michael Schroeder

Abstract Dialectical Frameworks (ADFs) are argumentation frameworks where each node is associated with an acceptance condition. This allows us to model different types of dependencies as supports and attacks. Previous studies provided a…

人工智能 · 计算机科学 2019-07-24 João Alcântara , Samy Sá , Juan Acosta-Guadarrama

A gradual semantics takes a weighted argumentation framework as input and outputs a final acceptability degree for each argument, with different semantics performing the computation in different manners. In this work, we consider the…

人工智能 · 计算机科学 2023-02-09 Nir Oren , Bruno Yun

Abstract argumentation frameworks are formal systems that facilitate obtaining conclusions from non-monotonic knowledge systems. Within such a system, an argumentation semantics is defined as a set of arguments with some desired qualities,…

人工智能 · 计算机科学 2018-08-14 Renata Wong

We study invariant local expansion operators for conflict-free and admissible sets in Abstract Argumentation Frameworks (AFs). Such operators are directly applied on AFs, and are invariant with respect to a chosen "semantics" (that is…

人工智能 · 计算机科学 2018-08-01 Stefano Bistarelli , Francesco Santini , Carlo Taticchi

This paper develops a new approach to computational argumentation that is informed by philosophical and linguistic views. Namely, it takes into account two ideas that have received little attention in the literature on computational…

人工智能 · 计算机科学 2026-02-04 Michael A. Müller , Srdjan Vesic , Bruno Yun
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