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Interpretable Machine Learning with Gradual Argumentation Frameworks 渐进论证框架下的可解释机器学习
Q3 Arts and Humanities Pub Date : 2022-01-01 DOI: 10.3233/FAIA220179
J. Spieler, Nico Potyka, Steffen Staab
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引用次数: 0
ACH-Nav: Argument Navigation Using Techniques for Intelligence Analysis ACH-Nav:使用智能分析技术的论证导航
Q3 Arts and Humanities Pub Date : 2022-01-01 DOI: 10.3233/FAIA220181
Dimitra Zografistou, J. Visser, John Lawrence, C. Reed
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引用次数: 0
Explainable Logic-Based Argumentation 可解释的逻辑论证
Q3 Arts and Humanities Pub Date : 2022-01-01 DOI: 10.3233/FAIA220139
O. Arieli, A. Borg, Matthis Hesse, Christian Straßer
. Explainable artificial intelligence (XAI) has gained increasing interest in recent years in the argumentation community. In this paper we consider this topic in the context of logic-based argumentation, showing that the latter is a particularly promising paradigm for facilitating explainable AI. In particular, we provide two representations of abductive reasoning by sequent-based argumentation frameworks and show that such frameworks successfully cope with related challenges, such as the handling of synonyms, justifications, and logical equivalences.
. 近年来,可解释人工智能(XAI)在论证界引起了越来越多的兴趣。在本文中,我们在基于逻辑的论证的背景下考虑这个主题,表明后者是促进可解释人工智能的一个特别有前途的范式。特别是,我们通过基于顺序的论证框架提供了溯因推理的两种表示,并表明这些框架成功地应对了相关的挑战,例如处理同义词、证明和逻辑等价。
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引用次数: 1
Reasoning With and About Norms in Logical Argumentation 逻辑论证中规范与规范的推理
Q3 Arts and Humanities Pub Date : 2022-01-01 DOI: 10.3233/FAIA220164
Kees van Berkel, Christian Straßer
. Normative reasoning is inherently defeasible. Formal argumentation has proven to be a unifying framework for representing nonmonotonic logics. In this work, we provide an argumentative characterization of a large class of Input/Output logics, a prominent defeasible formalism for normative reasoning. In many normative reasoning contexts, one is not merely interested in knowing whether a spe- cific obligation holds, but also in why it holds despite other norms to the contrary. We propose sequent-style argumentation systems called Deontic Argument Calculi ( DAC ), which serve transparency and bring meta-reasoning about the inapplicability of norms to the object language level. We prove soundness and completeness be- tween DAC -instantiated argumentation frameworks and constrained Input/Output logics. We illustrate our approach in view of two deontic paradoxes.
. 规范推理本质上是不可推翻的。形式论证已被证明是表示非单调逻辑的统一框架。在这项工作中,我们提供了一大类输入/输出逻辑的论证特征,这是规范推理的一个突出的可推翻的形式主义。在许多规范推理的语境中,人们不仅感兴趣的是知道一个特定的义务是否成立,而且还想知道为什么尽管其他规范与之相反,它仍然成立。我们提出了顺序式论证系统,称为道义论证演绎法(DAC),它服务于透明度,并将关于规范不适用的元推理带到对象语言层面。我们证明了DAC实例化论证框架和约束输入/输出逻辑之间的正确性和完备性。我们从两个道义悖论的角度来说明我们的方法。
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引用次数: 1
Non-Admissibility in Abstract Argumentation 抽象论证中的不可采信性
Q3 Arts and Humanities Pub Date : 2022-01-01 DOI: 10.3233/FAIA220147
W. Dvořák, Tjitze Rienstra, L. V. D. Torre, S. Woltran
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引用次数: 2
Serialisable Semantics for Abstract Argumentation 用于抽象论证的可序列化语义
Q3 Arts and Humanities Pub Date : 2022-01-01 DOI: 10.3233/FAIA220143
Lars Bengel, Matthias Thimm
. We investigate the recently proposed notion of serialisability of seman- tics for abstract argumentation frameworks. This notion describes semantics where the construction of extensions can be serialised through iterative addition of min- imal non-empty admissible sets. We investigate general relationships between serialisability and other principles from the literature. We also investigate the novel unchallenged semantics as a new instance of a serialisable semantics and, in particular, analyse it in terms of satisfied principles and computational complexity.
。我们研究了最近提出的抽象论证框架的语义序列化概念。这个概念描述了可以通过最小非空允许集的迭代加法来序列化扩展构造的语义。我们从文献中研究了可序列化性和其他原则之间的一般关系。我们还研究了新的无挑战语义作为可序列化语义的新实例,特别是,从满足原则和计算复杂性的角度分析了它。
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引用次数: 2
Algorithms for Reasoning in a Default Logic Instantiation of Assumption-Based Argumentation 基于假设的论证的默认逻辑实例中的推理算法
Q3 Arts and Humanities Pub Date : 2022-01-01 DOI: 10.3233/FAIA220156
Tuomo Lehtonen, J. Wallner, M. Järvisalo
. Assumption-based argumentation (ABA) is one of the most-studied formalisms for structured argumentation. While ABA is a general formalism that can be instantiated with various different logics, most attention from the computational perspective has been focused on the logic programming (LP) instantiation of ABA. Going beyond the LP-instantiation, we develop an algorithmic approach to reasoning in the propositional default logic (DL) instantiation of ABA. Our approach is based on iterative applications of Boolean satisfiability (SAT) solvers as a natu-ral choice for implementing derivations as entailment checks in DL. We instantiate the approach for deciding acceptance and for assumption-set enumeration in the DL-instantiation of ABA under several central argumentation semantics, and empirically evaluate an implementation of the approach.
. 基于假设的论证是目前研究最多的结构化论证形式之一。虽然ABA是一种通用的形式,可以用各种不同的逻辑实例化,但从计算的角度来看,大多数注意力集中在ABA的逻辑规划(LP)实例化上。在lp实例化之外,我们开发了一种算法方法来推理ABA的命题默认逻辑(DL)实例化。我们的方法是基于布尔可满足性(SAT)求解器的迭代应用,作为在DL中实现推导作为蕴涵检查的自然选择。在几个中心论证语义下,我们实例化了ABA的dl实例化中决定接受和假设集枚举的方法,并对该方法的实现进行了经验评估。
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引用次数: 1
A Ranking Semantics for Abstract Argumentation Based on Serialisability 基于可序列化性的抽象论证排序语义
Q3 Arts and Humanities Pub Date : 2022-01-01 DOI: 10.3233/FAIA220145
Lydia Blümel, Matthias Thimm
. We revisit the foundations of ranking semantics for abstract argumenta- tion frameworks by observing that most existing approaches are incompatible with classical extension-based semantics. In particular, most ranking semantics violate the principle of admissibility, meaning that admissible arguments are not necessarily better ranked than inadmissible arguments. We propose new postulates for capturing said compatibility with classical extension-based semantics and present a new ranking semantics that complies with these postulates. This ranking semantics is based on the recently proposed notion of serialisability that allows to rank arguments according to the number of conflicts needed to be solved in order to include that argument in an admissible set.
. 通过观察大多数现有方法与经典的基于扩展的语义不兼容,我们重新审视了抽象论证框架排序语义的基础。特别是,大多数排序语义违反了可采性原则,这意味着可采参数的排序不一定比不可采参数的要好。我们提出了新的假设来获取与经典的基于扩展的语义的兼容性,并提出了一个符合这些假设的新的排序语义。这种排序语义基于最近提出的可序列化性概念,该概念允许根据需要解决的冲突数量对参数进行排序,以便将该参数包含在可接受的集合中。
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引用次数: 3
Stability and Relevance in Incomplete Argumentation Frameworks 不完全论证框架中的稳定性和相关性
Q3 Arts and Humanities Pub Date : 2022-01-01 DOI: 10.3233/FAIA220159
D. Odekerken, A. Borg, Floris Bex
. We explore the computational complexity of stability and relevance in incomplete argumentation frameworks (IAFs), abstract argumentation frameworks that encode qualitative uncertainty by distinguishing between certain and uncertain arguments and attacks. IAFs can be specified by, e.g., making uncertain arguments or attacks certain; the justification status of arguments in an IAF is determined on the basis of the certain arguments and attacks. An argument is stable if its justification status is the same in all specifications of the IAF. For arguments that are not stable in an IAF, the relevance problem is of interest: which uncertain arguments or attacks should be investigated for the argument to become stable? We redefine stability and define relevance for IAFs and study their complexity.
。我们探索了不完全论证框架(IAFs)中稳定性和相关性的计算复杂性,IAFs是通过区分确定和不确定的论点和攻击来编码定性不确定性的抽象论证框架。iaf可以通过以下方式来指定,例如,使不确定的论点或攻击变得确定;在IAF中,论证的正当性状态是根据某些论证和攻击来确定的。一个论证是稳定的,如果它的论证状态在IAF的所有规范中是相同的。对于在IAF中不稳定的论证,相关性问题很有趣:为了使论证变得稳定,应该研究哪些不确定的论证或攻击?我们重新定义了iaf的稳定性和相关性,并研究了它们的复杂性。
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引用次数: 6
Ordinal Conditional Functions for Abstract Argumentation 抽象论证的有序条件函数
Q3 Arts and Humanities Pub Date : 2022-01-01 DOI: 10.3233/FAIA220162
K. Skiba, Matthias Thimm
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引用次数: 4
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