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 [1].
On Neighborhood Singleton Consistencies
Authors: Anastasia Paparrizou, Kostas Stergiou
IJCAI 2017 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We make a detailed experimental study using a very simple algorithm for their implementation. Results demonstrate that they outperform the existing propagation techniques, often by orders of magnitude, on a wide range of problems. Finally, we make an experimental evaluation of all the considered methods. |
| Researcher Affiliation | Academia | Anastasia Paparrizou CRIL-CNRS and Universit e d Artois Lens, France EMAIL Kostas Stergiou University of Western Macedonia Kozani, Greece EMAIL |
| Pseudocode | Yes | Algorithm 1 The RNSQ algorithm |
| Open Source Code | No | The paper does not provide any statement about releasing source code for the methodology or a link to a code repository. |
| Open Datasets | Yes | We experimented with 16 classes of binary CSPs taken from C.Lecoutre s XCSP repository: rlfap, graph coloring, qcp, qwh, bqwh, driver, haystacks, hanoi, pigeons, black hole, ehi, queens, queens Attacking, queens Knights, geometric, composed. |
| Dataset Splits | No | The paper does not specify training, validation, or test dataset splits (e.g., percentages or sample counts), nor does it mention cross-validation. CSP problems are typically solved directly, not trained like machine learning models. |
| Hardware Specification | Yes | The experiments were performed on a FUJITSU Server (2.90GHz, 48 GB RAM, 16MB cache). |
| Software Dependencies | No | The paper mentions implementing baseline methods using "the corresponding state-of-the-art algorithms [Lecoutre and Hemery, 2007; Balafoutis et al., 2011; Stergiou, 2015]" and discusses AC-3, but it does not specify any software names with version numbers (e.g., specific solver versions, programming language versions, or library versions). |
| Experiment Setup | Yes | We mainly used dom/ddeg instead of the more ef๏ฌcient dom/wdeg to avoid severe interference between the heuristic and propagation. |