{
  "_schema": "https://data.nist.gov/od/dm/nerdm-schema/v0.7#",
  "@context": [
    "https://data.nist.gov/od/dm/nerdm-pub-context.jsonld",
    {
      "@base": "ark:/88434/mds2-4304"
    }
  ],
  "@type": [
    "nrdp:DataPublication",
    "nrdp:PublicDataResource",
    "dcat:Dataset"
  ],
  "_extensionSchemas": [
    "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/PublicDataResource"
  ],
  "@id": "ark:/88434/mds2-4304",
  "ediid": "ark:/88434/mds2-4304",
  "version": "1.0.0",
  "doi": "doi:10.18434/mds2-4304",
  "title": "Privacy-Preserving Federated Learning Testbed",
  "contactPoint": {
    "fn": "Gary Howarth",
    "hasEmail": "mailto:gary.howarth@nist.gov"
  },
  "modified": "2026-08-24",
  "status": "available",
  "landingPage": "https://github.com/usnistgov/PETs_ppfl/",
  "description": [
    "The NIST Genomics PETs Testbed aims to provide a framework for evaluating the efficacy of privacy-enhancing technologies (PETs) on genomics machine learning workloads. It supports centralized and federated training using convolutional neural network (CNN), differentially private CNN, and extreme gradient boosting (XGBoost) models and provides tools for users to compare how experiment configurations and privacy settings affect model performance."
  ],
  "keyword": [
    "Privacy-enhancing technology",
    "privacy",
    "differential privacy",
    "genomics",
    "federated learning",
    "machine learning"
  ],
  "topic": [
    {
      "@type": "Concept",
      "tag": "Artificial Intelligence:AI measurement and evaluation"
    },
    {
      "@type": "Concept",
      "tag": "Artificial Intelligence:Machine learning"
    },
    {
      "@type": "Concept",
      "tag": "Artificial Intelligence:Trustworthy and responsible AI"
    },
    {
      "@type": "Concept",
      "scheme": "https://data.nist.gov/od/dm/nist-themes/v1.1",
      "tag": "Bioscience: Genomics"
    },
    {
      "@type": "Concept",
      "scheme": "https://data.nist.gov/od/dm/nist-themes/v1.1",
      "tag": "Information Technology: Privacy"
    }
  ],
  "accessLevel": "public",
  "license": "https://www.nist.gov/open/license",
  "publisher": {
    "name": "National Institute of Standards and Technology",
    "@type": "org:Organization"
  },
  "language": [
    "en"
  ],
  "bureauCode": [
    "006:55"
  ],
  "programCode": [
    "006:052"
  ],
  "theme": [
    "Artificial Intelligence:AI measurement and evaluation",
    "Artificial Intelligence:Machine learning",
    "Artificial Intelligence:Trustworthy and responsible AI",
    "Bioscience: Genomics",
    "Information Technology: Privacy"
  ],
  "components": [
    {
      "accessURL": "https://github.com/usnistgov/PETs_ppfl",
      "format": {
        "description": "A GitHub repository "
      },
      "description": "A GitHub repository hosting the project",
      "title": " Privacy-Preserving Federated Learning Testbed codebase",
      "@type": [
        "nrdp:AccessPage",
        "dcat:Distribution"
      ],
      "@id": "#usnistgov/PETs_ppfl",
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/AccessPage"
      ]
    },
    {
      "@id": "cmps/PET_PPFL_README.md",
      "@type": [
        "nrdp:DataFile",
        "nrdp:DownloadableFile",
        "dcat:Distribution"
      ],
      "_extensionSchemas": [
        "https://data.nist.gov/od/dm/nerdm-schema/pub/v0.7#/definitions/DataFile"
      ],
      "filepath": "PET_PPFL_README.md",
      "downloadURL": "https://data.nist.gov/od/ds/mds2-4304/PET_PPFL_README.md",
      "mediaType": "text/markdown",
      "format": {
        "description": "Markdown "
      },
      "description": "A Readme files describing the repository",
      "title": "README",
      "size": 26152,
      "checksum": {
        "hash": "b61bd3cd899c0d4443dfc2974c16ee7ab8df8debdb4581080f82041d6b471a64",
        "algorithm": {
          "tag": "sha256",
          "@type": "Thing"
        }
      }
    }
  ],
  "_editStatus": "done",
  "authors": [
    {
      "familyName": "Howarth",
      "fn": "Gary   Howarth",
      "givenName": "Gary ",
      "middleName": "",
      "affiliation": [
        {
          "title": "National Institute of Standards and Technology",
          "subunits": [
            "Information Technology Laboratory"
          ],
          "@type": "org:Organization",
          "@id": "ror:05xpvk416"
        }
      ],
      "orcid": "0000-0002-3587-0546",
      "@type": "foaf:Person"
    },
    {
      "familyName": "Wagner",
      "fn": "Justin  Wagner",
      "givenName": "Justin",
      "middleName": "",
      "affiliation": [
        {
          "title": "National Institute of Standards and Technology",
          "subunits": [
            "Material Measurement Laboratory"
          ],
          "@type": "org:Organization",
          "@id": "ror:05xpvk416"
        }
      ],
      "orcid": "0009-0003-8903-0504",
      "@type": "foaf:Person"
    },
    {
      "familyName": "Mitchell ",
      "fn": "Curtis  Mitchell ",
      "givenName": "Curtis",
      "middleName": "",
      "affiliation": [
        {
          "title": "U.S. Census Bureau",
          "@type": "org:Organization"
        }
      ],
      "orcid": "",
      "@type": "foaf:Person"
    },
    {
      "familyName": "Bhagat",
      "fn": "Karan  Bhagat",
      "givenName": "Karan",
      "middleName": "",
      "affiliation": [
        {
          "title": "Knexus Research Corporation",
          "@type": "org:Organization"
        }
      ],
      "orcid": "",
      "@type": "foaf:Person"
    },
    {
      "familyName": "Steinberg",
      "fn": "Rebecca  Steinberg",
      "givenName": "Rebecca",
      "middleName": "",
      "affiliation": [
        {
          "title": "MITRE Corporation",
          "@type": "org:Organization"
        }
      ],
      "orcid": "0009-0006-0492-7913",
      "@type": "foaf:Person"
    },
    {
      "familyName": "Vitale",
      "fn": "Kyle  Vitale",
      "givenName": "Kyle",
      "middleName": "",
      "affiliation": [
        {
          "title": "MITRE Corporation",
          "@type": "org:Organization"
        }
      ],
      "orcid": "0009-0001-1145-4716",
      "@type": "foaf:Person"
    },
    {
      "familyName": "Tuo",
      "fn": "Angela  Tuo",
      "givenName": "Angela",
      "middleName": "",
      "affiliation": [
        {
          "title": "MITRE Corporation",
          "@type": "org:Organization"
        }
      ],
      "orcid": "0009-0004-2581-6820",
      "@type": "foaf:Person"
    },
    {
      "familyName": "Wang",
      "fn": "Sue  Wang",
      "givenName": "Sue",
      "middleName": "",
      "affiliation": [
        {
          "title": "MITRE Corporation",
          "@type": "org:Organization"
        }
      ],
      "orcid": "0000-0003-4587-429X",
      "@type": "foaf:Person"
    }
  ],
  "annotated": "2026-10-21T16:36:44.422871",
  "revised": "2026-10-21T16:36:44.422871",
  "issued": null,
  "firstIssued": "2026-10-21T16:36:44.422871"
}