{"id":23046787,"url":"https://github.com/0xnu/qrme","last_synced_at":"2026-01-25T01:02:57.398Z","repository":{"id":255329224,"uuid":"849222307","full_name":"0xnu/qrme","owner":"0xnu","description":"qrme is a quantum-resistant encrypted machine learning system designed to protect sensitive data and models against potential threats from quantum computing.","archived":false,"fork":false,"pushed_at":"2024-09-01T07:44:27.000Z","size":50,"stargazers_count":3,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-11-11T11:02:01.383Z","etag":null,"topics":["cryptography","large-language-model","large-language-models","llm","llms","post-quantum-cryptography"],"latest_commit_sha":null,"homepage":"","language":"C","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"bsd-3-clause","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/0xnu.png","metadata":{"files":{"readme":"README.md","changelog":"CHANGELOG.md","contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":"CODEOWNERS","security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2024-08-29T07:46:34.000Z","updated_at":"2025-03-01T07:45:18.000Z","dependencies_parsed_at":"2024-08-29T10:30:41.575Z","dependency_job_id":"a00cc6b3-67bf-485b-aa94-aa2dfad1d59f","html_url":"https://github.com/0xnu/qrme","commit_stats":null,"previous_names":["0xnu/qrme"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/0xnu/qrme","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/0xnu%2Fqrme","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/0xnu%2Fqrme/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/0xnu%2Fqrme/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/0xnu%2Fqrme/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/0xnu","download_url":"https://codeload.github.com/0xnu/qrme/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/0xnu%2Fqrme/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28740399,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-24T22:12:27.248Z","status":"ssl_error","status_checked_at":"2026-01-24T22:12:10.529Z","response_time":89,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["cryptography","large-language-model","large-language-models","llm","llms","post-quantum-cryptography"],"created_at":"2024-12-15T22:29:15.821Z","updated_at":"2026-01-25T01:02:57.382Z","avatar_url":"https://github.com/0xnu.png","language":"C","funding_links":[],"categories":[],"sub_categories":[],"readme":"## qrme\n\n`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.\n\n\n### Usage\n\nYou can start using `qrme` by executing:\n\n```sh\nmake help\n```\n\nThere'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.\n\n### References\n\n+ [Quantum-Resistant Cryptography](https://arxiv.org/abs/2112.00399)\n+ [Applications of Post-quantum Cryptography](https://arxiv.org/abs/2406.13258)\n+ [Preparing for Quantum-Safe Cryptography](https://www.ncsc.gov.uk/whitepaper/preparing-for-quantum-safe-cryptography)\n+ [Next Steps in Preparing for Post-Quantum Cryptography](https://www.ncsc.gov.uk/whitepaper/next-steps-preparing-for-post-quantum-cryptography)\n+ [The Impact of Quantum Computing on Present Cryptography](https://arxiv.org/abs/1804.00200)\n+ [Post-Quantum Cryptography for Internet of Things: A Survey on Performance and Optimization](https://arxiv.org/abs/2401.17538)\n\n### License\n\nThis project is licensed under the [BSD 3-Clause](LICENSE) License.\n\n### Citation\n\n```tex\n@misc{qrme,\n  author       = {Oketunji, A.F.},\n  title        = {Quantum-Resistant Model Encryption (QRME)},\n  year         = 2024,\n  version      = {0.0.4},\n  publisher    = {Zenodo},\n  doi          = {10.5281/zenodo.13624471},\n  url          = {https://doi.org/10.5281/zenodo.13624471}\n}\n```\n\n### Copyright\n\n(c) 2024 [Finbarrs Oketunji](https://finbarrs.eu). All Rights Reserved.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2F0xnu%2Fqrme","html_url":"https://awesome.ecosyste.ms/projects/github.com%2F0xnu%2Fqrme","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2F0xnu%2Fqrme/lists"}