https://github.com/0xnu/qrme

qrme is a quantum-resistant encrypted machine learning system designed to protect sensitive data and models against potential threats from quantum computing.
https://github.com/0xnu/qrme

cryptography large-language-model large-language-models llm llms post-quantum-cryptography

Last synced: about 1 month ago
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qrme is a quantum-resistant encrypted machine learning system designed to protect sensitive data and models against potential threats from quantum computing.

• Host: GitHub
• URL: https://github.com/0xnu/qrme
• Owner: 0xnu
• License: bsd-3-clause
• Created: 2024-08-29T07:46:34.000Z (5 months ago)
• Default Branch: main
• Last Pushed: 2024-09-01T07:44:27.000Z (5 months ago)
• Last Synced: 2024-12-10T10:57:58.360Z (about 1 month ago)
• Topics: cryptography, large-language-model, large-language-models, llm, llms, post-quantum-cryptography
• Language: C
• Homepage:
• Size: 48.8 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE
  • Code of conduct: CODE_OF_CONDUCT.md
  • Codeowners: CODEOWNERS
  • Security: SECURITY.md

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README

        
## qrme

`qrme` is a quantum-resistant encrypted machine learning system designed to protect sensitive data and models against potential threats from [quantum computing](https://en.wikipedia.org/wiki/Quantum_computing). It utilises advanced cryptographic techniques to ensure the confidentiality and integrity of the machine learning model and its inputs/outputs, even in the face of future quantum attacks.

### Usage

You can start using `qrme` by executing:

```sh

make help

```

There's a minimal integration example [here](./create_sample_model.c). Don't forget to implement secure methods for key distribution and storage and ensure the integrity of the model file in a production environment.

### References

+ [Quantum-Resistant Cryptography](https://arxiv.org/abs/2112.00399)

+ [Applications of Post-quantum Cryptography](https://arxiv.org/abs/2406.13258)

+ [Preparing for Quantum-Safe Cryptography](https://www.ncsc.gov.uk/whitepaper/preparing-for-quantum-safe-cryptography)

+ [Next Steps in Preparing for Post-Quantum Cryptography](https://www.ncsc.gov.uk/whitepaper/next-steps-preparing-for-post-quantum-cryptography)

+ [The Impact of Quantum Computing on Present Cryptography](https://arxiv.org/abs/1804.00200)

+ [Post-Quantum Cryptography for Internet of Things: A Survey on Performance and Optimization](https://arxiv.org/abs/2401.17538)

### License

This project is licensed under the [BSD 3-Clause](LICENSE) License.

### Citation

```tex

@misc{qrme,

  author       = {Oketunji, A.F.},

  title        = {Quantum-Resistant Model Encryption (QRME)},

  year         = 2024,

  version      = {0.0.4},

  publisher    = {Zenodo},

  doi          = {10.5281/zenodo.13624471},

  url          = {https://doi.org/10.5281/zenodo.13624471}

}

```

### Copyright

(c) 2024 [Finbarrs Oketunji](https://finbarrs.eu). All Rights Reserved.