Recourse under model multiplicity via argumentative ensembling

J Jiang, A Rago, F Leofante, F Toni - arXiv preprint arXiv:2312.15097, 2023 - arxiv.org
Model Multiplicity (MM) arises when multiple, equally performing machine learning models
can be trained to solve the same prediction task. Recent studies show that models obtained …

Abstract argumentation with conditional preferences

M Bernreiter, W Dvořák, S Woltran - Argument & Computation, 2024 - content.iospress.com
In this paper, we study conditional preferences in abstract argumentation by introducing a
new generalization of Dung-style argumentation frameworks (AFs) called Conditional …

[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 …

[HTML][HTML] A claim-centric perspective on abstract argumentation semantics: Claim-defeat, principles, and expressiveness

W Dvořák, A Rapberger, S Woltran - Artificial Intelligence, 2023 - Elsevier
Dung's abstract argumentation frameworks (AFs) are a key formalism in AI research
nowadays. Claims are an inherent part of each argument; they substantially determine the …

Redefining ABA+ Semantics via Abstract Set-to-Set Attacks

Y Dimopoulos, W Dvorák, M König… - Proceedings of the …, 2024 - ojs.aaai.org
Assumption-based argumentation (ABA) is a powerful defeasible reasoning formalism which
is based on the interplay of assumptions, their contraries, and inference rules. ABA with …

[PDF][PDF] From Qualitative Choice Logic to Abstract Argumentation.

M Bernreiter, M König - KR, 2023 - proceedings.kr.org
Abstract Qualitative Choice Logic (QCL) extends classical propositional formulas by a
connective called ordered disjunction that is used to express preferences. We translate QCL …

[HTML][HTML] Syntactic reasoning with conditional probabilities in deductive argumentation

A Hunter, N Potyka - Artificial Intelligence, 2023 - Elsevier
Evidence from studies, such as in science or medicine, often corresponds to conditional
probability statements. Furthermore, evidence can conflict, in particular when coming from …

Expressiveness of SETAFs and support-free ADFs under 3-valued semantics

W Dvořák, A Keshavarzi Zafarghandi… - Journal of Applied Non …, 2023 - Taylor & Francis
Generalising the attack structure in argumentation frameworks (AFs) has been studied in
different ways. Most prominently, the binary attack relation of Dung frameworks has been …

Modeling Reasoning and Argumentation for the Development of Intelligent Assistants

DE Palchunov - 2022 IEEE International Multi-Conference on …, 2022 - ieeexplore.ieee.org
The article develops model-theoretic methods for formalizing reasoning and argumentation.
An important application of these studies is the creation of intelligent assistants. One of the …

[PDF][PDF] Recourse under Model Multiplicity via Argumentative Ensembling (Technical Report).

J Jiang, A Rago, F Leofante, F Toni - CoRR, 2023 - researchgate.net
Abstract Model Multiplicity (MM) arises when multiple, equally performing machine learning
models can be trained to solve the same prediction task. Recent studies show that models …