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Towards Automated Ethical Reasoning : Representing the AI Act in Higher-Order-Logic
Lawniczak, Lara (2025): Towards Automated Ethical Reasoning : Representing the AI Act in Higher-Order-Logic, Bamberg: Otto-Friedrich-Universität, doi: 10.20378/irb-108631.
Author:
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Year of publication:
2025
Pages:
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Language:
English
Remark:
Masterarbeit, Otto-Friedrich-Universität Bamberg, 2024
DOI:
Abstract:
This work investigates the feasibility and methodology of representing the European Union’s AI Act in Higher-Order Logic to facilitate automated ethical reasoning. The AI Act and its modalities are thoroughly analyzed, and existing embeddings of Standard Deontic Logic and Dyadic Deontic Logic are employed to represent a selection of these modalities, specifically Obligations and Contrary-to-Duty Obligations, in Isabelle/HOL. To capture Agency and Agentive Obligations, embeddings of Temporal Deontic STIT logic and variants of DDL are introduced. The effectiveness and limitations of different embeddings are evaluated by formalizing example sections of the AI Act in the embedded logics and utilizing the automated theorem provers, satisfiability modulo theories solvers, and model finders available in Isabelle/HOL. The results provide valuable insights into the challenges of automated legal reasoning in HOL in a complex context, highlighting the strengths and limitations of current theorem-proving tools.
GND Keywords: ; ; ;
Gesetzliche Regelung
Deontische Logik
Logik höherer Stufe
Automatisches Beweisverfahren
Keywords: ; ; ; ; ;
Legal Reasoning
Deontic Logic
STIT Logic
Higher-Order Logic
Semantical Embeddings
Automated Theorem-Proving
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RVK Classification:
Type:
Masterthesis
Activation date:
July 11, 2025
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https://fis.uni-bamberg.de/handle/uniba/108631