Argumentative XAI: a survey

K Čyras, A Rago, E Albini, P Baroni, F Toni - arXiv preprint arXiv …, 2021 - arxiv.org
Explainable AI (XAI) has been investigated for decades and, together with AI itself, has
witnessed unprecedented growth in recent years. Among various approaches to XAI …

[HTML][HTML] Explainable acceptance in probabilistic and incomplete abstract argumentation frameworks

G Alfano, M Calautti, S Greco, F Parisi, I Trubitsyna - Artificial Intelligence, 2023 - Elsevier
Abstract Dung's Argumentation Framework (AF) has been extended in several directions,
including the possibility of representing uncertainty about the existence of arguments and …

A basic framework for explanations in argumentation

AM Borg, F Bex - IEEE Intelligent Systems, 2021 - ieeexplore.ieee.org
We discuss explanations for formal (abstract and structured) argumentation—the question of
whether and why a certain argument or claim can be accepted (or not) under various …

Strong explanations in abstract argumentation

M Ulbricht, JP Wallner - Proceedings of the AAAI Conference on …, 2021 - ojs.aaai.org
Abstract argumentation constitutes both a major research strand and a key approach that
provides the core reasoning engine for a multitude of formalisms in computational …

Necessary and sufficient explanations for argumentation-based conclusions

AM Borg, F Bex - European Conference on Symbolic and Quantitative …, 2021 - Springer
In this paper, we discuss necessary and sufficient explanations–the question whether and
why a certain argument or claim can be accepted (or not)–for abstract and structured …

[HTML][HTML] Change in quantitative bipolar argumentation: sufficient, necessary, and counterfactual explanations

T Kampik, K Čyras, JR Alarcón - International Journal of Approximate …, 2024 - Elsevier
This paper presents a formal approach to explaining change of inference in Quantitative
Bipolar Argumentation Frameworks (QBAFs). When drawing conclusions from a QBAF and …

Shedding new light on the foundations of abstract argumentation: Modularization and weak admissibility

R Baumann, G Brewka, M Ulbricht - Artificial Intelligence, 2022 - Elsevier
In his seminal 1995 paper, Dung laid the foundations of abstract argumentation, a by now
major research area in knowledge representation. He pointed out that there is a problematic …

[HTML][HTML] Minimality, necessity and sufficiency for argumentation and explanation

AM Borg, F Bex - International Journal of Approximate Reasoning, 2024 - Elsevier
We discuss explanations for formal (abstract and structured) argumentation–the question
whether and why a certain argument or claim can be accepted (or not) under various …

[PDF][PDF] Choices and their Consequences-Explaining Acceptable Sets in Abstract Argumentation Frameworks.

R Baumann, M Ulbricht - KR, 2021 - academia.edu
We develop a notion of explanations for acceptance of arguments in an abstract
argumentation framework. To this end we show that extensions returned by Dung's standard …

[PDF][PDF] Smallest explanations and diagnoses of rejection in abstract argumentation

A Niskanen, M Järvisalo - International Conference on …, 2020 - researchportal.helsinki.fi
Smallest Explanations and Diagnoses of Rejection in Abstract Argumentation Niskanen,
Andreas Page 1 https://helda.helsinki.fi Smallest Explanations and Diagnoses of Rejection …