# 💻 Bounded AutoResearch for a Tiny Reproducible Machine-Learning Task

**Daniel Ari Friedman** (2026) · *Zenodo*

[![DOI](https://img.shields.io/badge/DOI-10.5281%2Fzenodo.20417016-blue)](https://doi.org/10.5281/zenodo.20417016)

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## Abstract

> This paper presents Deterministic bounded AutoResearch for a small MNIST neural-network task, a public template exemplar that
turns an AutoResearch loop into ordinary reproducible research infrastructure.
The case study is intentionally small but concrete: 2000 training
and 500 test images from MNIST handwritten digit database are evaluated by the
bounded small MNIST neural-network classification ...

## Keywords

`autoresearch` · `reproducible research` · `machine learning benchmark` · `artifact readiness` · `human review` · `local artifact integrity`

## Methods

- Software pipeline design
- Data-driven analysis

## Key Findings

- This paper presents Deterministic bounded AutoResearch for a small MNIST neural-network task, a public template exemplar that
turns an AutoResearch loop into ordinary reproducible research infrastruct
- The case study is intentionally small but concrete: 2000 training
and 500 test images from MNIST handwritten digit database are evaluated by the
bounded small MNIST neural-network classification loop.

## Artifacts

- GitHub repository: [docxology/template_autoresearch_project](https://github.com/docxology/template_autoresearch_project)
- GitHub release: [v0.3.2](https://github.com/docxology/template_autoresearch_project/releases/tag/v0.3.2)
- DOI: [10.5281/zenodo.20417016](https://doi.org/10.5281/zenodo.20417016)
- Zenodo record: [https://zenodo.org/records/20417016](https://zenodo.org/records/20417016)
- PDF: [Friedman_2026_Bounded_537dd8a6.pdf](Friedman_2026_Bounded_537dd8a6.pdf)
- PDF: [Friedman_2026_Bounded_e07b6285.pdf](Friedman_2026_Bounded_e07b6285.pdf)
- PDF: [Friedman_2026_Bounded_f02abeea.pdf](Friedman_2026_Bounded_f02abeea.pdf)
- PDF SHA-256: e07b62850a1995935283d37a45c21d71fa7c4e69cdcc451c5a1ea8aee6d0c94a

## Citation

> Daniel Ari Friedman (2026). *Bounded AutoResearch for a Tiny Reproducible Machine-Learning Task*. Zenodo. DOI: 10.5281/zenodo.20417016. URL: https://doi.org/10.5281/zenodo.20417016.

## Related

- [Full Bibliography](../../pages/BIBLIOGRAPHY.md)
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