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..
Search Strategies for Topological Network Optimization
Authors: Michael D. Moffitt10299-10308
AAAI 2022 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Finally, we evaluate our approach on a new parameterized benchmark suite, demonstrating over an order of magnitude improvement in performance as compared to a baseline implementation. |
| Researcher Affiliation | Industry | Michael D. Moffitt Google moffitt@google.com |
| Pseudocode | Yes | Algorithm 1: NETWORK-OPT |
| Open Source Code | Yes | Source code (including visualization utilities) is available at https://github.com/google/network-opt |
| Open Datasets | No | The paper mentions a parameterized benchmark suite based on the E12 series of preferred values, which is a standard, but it does not provide a direct link, DOI, or specific repository for a dataset file. It describes how the values for S and fT are assigned based on this standard. |
| Dataset Splits | No | The paper does not explicitly mention specific train/validation/test splits, sample counts for splits, or cross-validation setup. It evaluates performance on parameterized problems of increasing 'n'. |
| Hardware Specification | Yes | All experiments were conducted on a Debian Linux workstation powered by a 2.20GHz Intel Xeon CPU and 32gb of RAM. |
| Software Dependencies | No | The paper mentions the operating system "Debian Linux" but does not specify versions for any other software dependencies such as programming languages, libraries, or frameworks. |
| Experiment Setup | Yes | A timeout of one week was imposed on all solvers. For any experiment using tabulation, the hyperparameter M was set to n/2 . |