[PDF][PDF] Recourse under model multiplicity via argumentative ensembling
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 …
to a scenario where multiple, equally performing machine learning (ML) models may be …
Rediscovering argumentation principles utilizing collective attacks
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 …
been investigated in terms of principles, which define characteristic properties in order to …
Just a matter of perspective
Many structured argumentation approaches proceed by constructing a Dung-style
argumentation framework (AF) corresponding to a given knowledge base. While a main …
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 …
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
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 …
Formal argumentation enables reasoning on arguments for and against a claim to decide on …
Ranking-based semantics for sets of attacking arguments
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 …
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
Abstract Argumentation frameworks are a core formalism in the field of formal
argumentation, with several semantics being proposed in the literature. Among them …
argumentation, with several semantics being proposed in the literature. Among them …
United we stand: Accruals in strength-based argumentation
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 …
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 …
(SETAFs) due to Nielsen and Parsons, an extension of Dung's abstract argumentation …
[PDF][PDF] Sets Attacking Sets in Abstract Argumentation.
In abstract argumentation, arguments jointly attacking single arguments is a well-understood
concept, captured by the established notion of SETAFs—argumentation frameworks with …
concept, captured by the established notion of SETAFs—argumentation frameworks with …