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..
Unsupervised Progressive Learning and the STAM Architecture
Authors: James Smith, Cameron Taylor, Seth Baer, Constantine Dovrolis
IJCAI 2021 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We evaluate STAM representations using clustering and classification tasks. We include results on four datasets: MNIST [Lecun et al., 1998] , EMNIST (balanced split with 47 classes) [Cohen et al., 2017] , SVHN [Netzer et al., 2011] , and CIFAR-10 [Krizhevsky et al., 2014]. |
| Researcher Affiliation | Academia | Georgia Institute of Technology EMAIL, |
| Pseudocode | No | The paper describes the architecture components but does not include any pseudocode or clearly labeled algorithm blocks. |
| Open Source Code | Yes | Code available at https://github.com/CameronTaylorFL/stam |
| Open Datasets | Yes | We include results on four datasets: MNIST [Lecun et al., 1998] , EMNIST (balanced split with 47 classes) [Cohen et al., 2017] , SVHN [Netzer et al., 2011] , and CIFAR-10 [Krizhevsky et al., 2014] |
| Dataset Splits | No | For each dataset we utilize the standard training and test splits. |
| Hardware Specification | No | The paper does not specify any particular hardware (e.g., CPU, GPU models, or memory) used for running the experiments. |
| Software Dependencies | No | The paper does not provide specific software dependencies with version numbers (e.g., Python version, library versions). |
| Experiment Setup | No | The hyperparameter values are tabulated in SM-A. |