Information
# Results of AlphaEvolve
This repository accompanies the technical report
> Novikov et al.
[AlphaEvolve: A coding agent for scientific and algorithmic discovery](https://storage.googleapis.com/deepmind-media/DeepMind.com/Blog/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms/AlphaEvolve.pdf).
*Technical report*. 2025.
Specifically, the repository contains a Google Colab notebook with the
mathematical discoveries of AlphaEvolve outlined in Section 3 of the paper, as
well as the corresponding code for verifying their correctness. The notebook is
divided into sections, one for each of the considered mathematical problems.
Note that the notebook contains only the instances where the results from
AlphaEvolve outperforms the state-of-the-art. To avoid clutter, we exclude those
problems where the results matched but did not outperform the best known
constructions.
This repository does *not* contain the code to run AlphaEvolve.
## Installation
No installation required. The provided notebook can be opened and run in Google
Colab.
## Usage
The notebook \`mathematical_results.ipynb\` can be opened via
[](https://colab.research.google.com/github/google-deepmind/alphaevolve_results/blob/master/mathematical_results.ipynb).
## Citing this work
If you use the code or data in this package, please cite:
\`\`\`
@article\{alphaevolve,
title=\{Alpha\{E\}volve: A coding agent for scientific and algorithmic discovery\},
author=\{Novikov, Alexander and V\~\{u\}, Ng\^\{a\}n and Eisenberger, Marvin and Dupont, Emilien and Huang, Po-Sen and Wagner, Adam Zsolt and Shirobokov, Sergey and Kozlovskii, Borislav and Ruiz, Francisco J. R. and Mehrabian, Abbas and Kumar, M. Pawan and See, Abigail and Chaudhuri, Swarat and Holland, George and Davies, Alex and Nowozin, Sebastian and Kohli, Pushmeet and Balog, Matej\},
year=\{2025\},
journal=\{arXiv preprint arXiv:2506.13131\}
\}
\`\`\`
## License and disclaimer
Copyright 2025 Google LLC
All software is licensed under the Apache License, Version 2.0 (Apache 2.0);
you may not use this file except in compliance with the Apache 2.0 license.
You may obtain a copy of the Apache 2.0 license at:
https://www.apache.org/licenses/LICENSE-2.0
All other materials are licensed under the Creative Commons Attribution 4.0
International License (CC-BY). You may obtain a copy of the CC-BY license at:
https://creativecommons.org/licenses/by/4.0/legalcode
Unless required by applicable law or agreed to in writing, all software and
materials distributed here under the Apache 2.0 or CC-BY licenses are
distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND,
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This is not an official Google product.