Germane Conflicts: Desirable Properties for Localising Inconsistency

Authors: Glauber de Bona, Anthony Hunter

AAAI 2025 | Venue PDF | Archive PDF | Plain Text | LLM Run Details

Reproducibility Variable Result LLM Response
Research Type Theoretical This work provides a set of desirable properties to assess definitions for germane conflicts. Also, a new conflict definition, based on substitution, is presented and evaluated via the proposed properties, and the related computational complexity is analysed.
Researcher Affiliation Academia 1Polytechnic School of the University of S ao Paulo, Av. Prof. Luciano Gualberto 158, S ao Paulo, Brazil 2Department of Computer Science, University College London, Gower Street, London, UK EMAIL, EMAIL
Pseudocode No The paper describes theoretical concepts, definitions, propositions, and theorems, but does not contain any structured pseudocode or algorithm blocks.
Open Source Code No The paper does not provide any links to source code repositories, explicit statements about code release, or mention of code in supplementary materials.
Open Datasets No The paper uses illustrative examples (Examples 1, 2, 3, 5) to explain concepts but does not refer to any specific publicly available datasets for experimental evaluation.
Dataset Splits No The paper is theoretical and does not involve experimental evaluation on datasets, therefore, no dataset split information is provided.
Hardware Specification No The paper describes theoretical contributions and does not report on experimental results that would require specific hardware specifications.
Software Dependencies No The paper focuses on theoretical development and does not describe an implementation, thus no specific software dependencies with version numbers are listed.
Experiment Setup No The paper is primarily theoretical, introducing desirable properties for localizing inconsistency and a new conflict definition, and therefore does not include specific experimental setup details such as hyperparameters or training configurations.