Recourse under model multiplicity via argumentative ensembling
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 …
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 …
new generalization of Dung-style argumentation frameworks (AFs) called Conditional …
[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 …
[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 …
nowadays. Claims are an inherent part of each argument; they substantially determine the …
Redefining ABA+ Semantics via Abstract Set-to-Set Attacks
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 …
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 …
connective called ordered disjunction that is used to express preferences. We translate QCL …
[HTML][HTML] Syntactic reasoning with conditional probabilities in deductive argumentation
Evidence from studies, such as in science or medicine, often corresponds to conditional
probability statements. Furthermore, evidence can conflict, in particular when coming from …
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 …
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 …
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).
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 …
models can be trained to solve the same prediction task. Recent studies show that models …