[PDF][PDF] Recourse under model multiplicity via argumentative ensembling

J Jiang, F Leofante, A Rago… - Proceedings of the 23rd …, 2024 - ifaamas.csc.liv.ac.uk
Model Multiplicity (MM), also known as predictive multiplicity or the Rashomon Effect, refers
to a scenario where multiple, equally performing machine learning (ML) models may be …

Rediscovering argumentation principles utilizing collective attacks

W Dvořák, M König, M Ulbricht, S Woltran - arXiv preprint arXiv …, 2022 - arxiv.org
Argumentation Frameworks (AFs) are a key formalism in AI research. Their semantics have
been investigated in terms of principles, which define characteristic properties in order to …

Just a matter of perspective

M König, A Rapberger, M Ulbricht - Computational Models of …, 2022 - ebooks.iospress.nl
Many structured argumentation approaches proceed by constructing a Dung-style
argumentation framework (AF) corresponding to a given knowledge base. While a main …

Querying and repairing inconsistent prioritized knowledge bases: Complexity analysis and links with abstract argumentation

M Bienvenu, C Bourgaux - arXiv preprint arXiv:2003.05746, 2020 - arxiv.org
In this paper, we explore the issue of inconsistency handling over prioritized knowledge
bases (KBs), which consist of an ontology, a set of facts, and a priority relation between …

[HTML][HTML] Abstract argumentation frameworks with strong and weak constraints

G Alfano, S Greco, D Mandaglio, F Parisi… - Artificial Intelligence, 2024 - Elsevier
Dealing with controversial information is an important issue in several application contexts.
Formal argumentation enables reasoning on arguments for and against a claim to decide on …

Ranking-based semantics for sets of attacking arguments

B Yun, S Vesic, M Croitoru - Proceedings of the AAAI Conference on …, 2020 - aaai.org
Abstract Argumentation is a process of evaluating and comparing sets of arguments.
Ranking-based semantics received a lot of attention recently. All of the semantics introduced …

[PDF][PDF] On the complexity of preferred semantics in argumentation frameworks with bounded cycle length

W Dvořák, M König, S Woltran - Proceedings of the International …, 2021 - scholar.archive.org
Abstract Argumentation frameworks are a core formalism in the field of formal
argumentation, with several semantics being proposed in the literature. Among them …

United we stand: Accruals in strength-based argumentation

J Rossit, JG Mailly, Y Dimopoulos… - Argument & …, 2021 - content.iospress.com
Abstract Argumentation has been an important topic in knowledge representation, reasoning
and multi-agent systems during the last twenty years. In this paper, we propose a new …

On the expressive power of collective attacks

W Dvořák, J Fandinno, S Woltran - Argument & Computation, 2019 - content.iospress.com
In this paper, we consider argumentation frameworks with sets of attacking arguments
(SETAFs) due to Nielsen and Parsons, an extension of Dung's abstract argumentation …

[PDF][PDF] Sets Attacking Sets in Abstract Argumentation.

Y Dimopoulos, W Dvorák, M König, A Rapberger… - NMR, 2023 - ceur-ws.org
In abstract argumentation, arguments jointly attacking single arguments is a well-understood
concept, captured by the established notion of SETAFs—argumentation frameworks with …