Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
Probabilistic bipolar abstract argumentation frameworks: complexity results
Authors: Bettina Fazzinga, Sergio Flesca, Filippo Furfaro
IJCAI 2018 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | Probabilistic Bipolar Abstract Argumentation Frameworks (pr BAFs) are considered, and the complexity of the fundamental problem of computing extensions probabilities is addressed. |
| Researcher Affiliation | Academia | Bettina Fazzinga1 and Sergio Flesca2 and Filippo Furfaro2 1 ICAR CNR, Via P. Bucci, 87036 Rende (CS) Italy 2 DIMES Universit a della Calabria, Via P. Bucci, 87036 Rende (CS) Italy |
| Pseudocode | No | The paper does not include any pseudocode or clearly labeled algorithm blocks. |
| Open Source Code | No | The paper does not provide any concrete access information (e.g., repository links, explicit statements of code release) for open-source code related to the methodology. |
| Open Datasets | No | The paper is theoretical and does not conduct experiments involving datasets; therefore, no information about publicly available datasets is provided. |
| Dataset Splits | No | The paper is theoretical and does not involve empirical experiments, so it does not provide details on training, validation, or test dataset splits. |
| Hardware Specification | No | The paper is theoretical and does not involve empirical experiments, so no hardware specifications are mentioned. |
| Software Dependencies | No | The paper is theoretical and does not involve empirical experiments, so no specific software dependencies with version numbers are mentioned. |
| Experiment Setup | No | The paper is theoretical and focuses on complexity results, not empirical experiments; therefore, no experimental setup details like hyperparameters are provided. |