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..
Altruism in Facility Location Problems
Authors: Houyu Zhou, Hau Chan, Minming Li
AAAI 2024 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Theoretical | For each of these settings, we provide upper and lower bounds of approximation ratios of the mechanisms satisfying Pareto strategyproofness. and Table 1 summarizes our upper and lower bound results. and Due to the space limit, most of the proofs are omitted. |
| Researcher Affiliation | Academia | Houyu Zhou1, Hau Chan2, Minming Li1 1Department of Computer Science, City University of Hong Kong 2School of Computing, University of Nebraska-Lincoln |
| Pseudocode | No | The paper describes mechanisms through descriptive text but does not include formal pseudocode blocks or algorithms labeled as such. |
| Open Source Code | No | The paper does not provide any specific links or explicit statements about the release of open-source code for the described methodology. |
| Open Datasets | No | This paper is theoretical and does not use or refer to any datasets. |
| Dataset Splits | No | This paper is theoretical and does not describe any experimental setups that would require dataset splits. |
| Hardware Specification | No | This paper is theoretical and does not describe any experiments that would involve specific hardware. Therefore, no hardware specifications are mentioned. |
| Software Dependencies | No | This paper is theoretical and focuses on mathematical proofs and mechanism design, thus it does not list any software dependencies with version numbers. |
| Experiment Setup | No | This paper is theoretical and does not describe any experimental setups or specific parameters used for experiments. |