Decomposing Constraint Networks for Calculating c-Representations
Authors: Marco Wilhelm, Gabriele Kern-Isberner
AAAI 2024 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | In this paper, we focus on qualitative default reasoning based on Spohn s ranking functions for which network-based methods have not yet been studied satisfactorily. With constraint networks, we develop a framework for iterative calculations of c-representations... As an application of our framework, we show that skeptical c-inferences can be drawn locally from safe sub-bases without losing validity. |
| Researcher Affiliation | Academia | Marco Wilhelm, Gabriele Kern-Isberner Dept. of Computer Science, TU Dortmund University, Dortmund, Germany |
| Pseudocode | Yes | Algorithm 1: Calculation of c-representations on the basis of constraint networks |
| Open Source Code | No | The paper does not mention providing open-source code for the described methodology or a link to a code repository. |
| Open Datasets | No | The paper uses synthetic examples (e.g., 'ex = {δi | i [5]} with Σex = {a, b, c}') for illustration, but it does not utilize a publicly available dataset that would require access information. |
| Dataset Splits | No | The paper focuses on theoretical development and mathematical proofs; it does not involve empirical experiments with training, validation, or test dataset splits. |
| Hardware Specification | No | The paper is theoretical and does not describe any empirical experiments, therefore, no hardware specifications are mentioned. |
| Software Dependencies | No | The paper is theoretical and does not describe any empirical experiments, therefore, no specific software dependencies with version numbers are mentioned. |
| Experiment Setup | No | The paper is theoretical and focuses on algorithm design and mathematical proofs. It does not describe any empirical experimental setup details like hyperparameter values or training configurations. |