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..
On Slicing Optimality for Mutual Information
Authors: Ammar Fayad, Majd Ibrahim
NeurIPS 2023 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Through comprehensive experiments in benchmark domains, we demonstrate significant gains in our information measure than state-of-the-art baselines. |
| Researcher Affiliation | Academia | Ammar Fayad MIT Majd Ibrahim HIAST EMAIL |
| Pseudocode | Yes | We refer to Appendix C for the pseudocode of SI W. |
| Open Source Code | No | We refer to Appendix B for further analysis experiments and Appendix D for implementation details and hyperparameters provided at https://bit.ly/3fo Lke2. The paper does not explicitly state that source code is provided, only "implementation details and hyperparameters." |
| Open Datasets | Yes | We test these three methods along with Bi GAN (Donahue et al., 2016) on the STL-10 (Coates et al., 2011) and CIFAR10 (Krizhevsky et al., 2009) datasets, which consist of high-dimensional images. |
| Dataset Splits | No | The paper uses datasets like STL-10 and CIFAR10 and performs experiments but does not explicitly provide details on how the datasets were split into training, validation, and test sets or mention specific percentages/counts for reproduction. |
| Hardware Specification | No | The paper does not explicitly describe the specific hardware used for its experiments, such as GPU or CPU models, or cloud computing instance types. |
| Software Dependencies | No | The paper does not explicitly provide specific software dependencies, such as library names with version numbers, required to replicate the experiments. |
| Experiment Setup | Yes | We refer to Appendix B for further analysis experiments and Appendix D for implementation details and hyperparameters provided at https://bit.ly/3fo Lke2. |