[
  {
    "id": "dl3-b-unlearning-verification-boundaries-1",
    "type": "paper-conference",
    "title": "Towards Making Systems Forget with Machine Unlearning",
    "author": [
      {
        "literal": "Yinzhi Cao"
      },
      {
        "literal": "Junfeng Yang"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2015
        ]
      ]
    },
    "URL": "https://www.cs.columbia.edu/~junfeng/papers/unlearning/",
    "container-title": "Proceedings of the 36th IEEE Symposium on Security and Privacy",
    "note": "Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.",
    "page": "463-480",
    "DOI": "10.1109/SP.2015.35"
  },
  {
    "id": "dl3-b-unlearning-verification-boundaries-2",
    "type": "article",
    "title": "Machine Unlearning",
    "author": [
      {
        "literal": "Lucas Bourtoule"
      },
      {
        "literal": "Varun Chandrasekaran"
      },
      {
        "literal": "Christopher A. Choquette-Choo"
      },
      {
        "literal": "Hengrui Jia"
      },
      {
        "literal": "Adelin Travers"
      },
      {
        "literal": "Baiwu Zhang"
      },
      {
        "literal": "David Lie"
      },
      {
        "literal": "Nicolas Papernot"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2019
        ]
      ]
    },
    "URL": "https://arxiv.org/abs/1912.03817",
    "container-title": "arXiv preprint",
    "note": "Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.",
    "archive": "arXiv",
    "archive_location": "1912.03817"
  },
  {
    "id": "dl3-b-unlearning-verification-boundaries-3",
    "type": "paper-conference",
    "title": "Certified Data Removal from Machine Learning Models",
    "author": [
      {
        "literal": "Chuan Guo"
      },
      {
        "literal": "Tom Goldstein"
      },
      {
        "literal": "Awni Hannun"
      },
      {
        "literal": "Laurens van der Maaten"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2020
        ]
      ]
    },
    "URL": "https://proceedings.mlr.press/v119/guo20c.html",
    "container-title": "Proceedings of the 37th International Conference on Machine Learning",
    "note": "Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.",
    "volume": "119",
    "page": "3832-3842"
  },
  {
    "id": "dl3-b-unlearning-verification-boundaries-4",
    "type": "paper-conference",
    "title": "Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks",
    "author": [
      {
        "literal": "Aditya Golatkar"
      },
      {
        "literal": "Alessandro Achille"
      },
      {
        "literal": "Stefano Soatto"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2020
        ]
      ]
    },
    "URL": "https://openaccess.thecvf.com/content_CVPR_2020/html/Golatkar_Eternal_Sunshine_of_the_Spotless_Net_Selective_Forgetting_in_Deep_CVPR_2020_paper.html",
    "container-title": "Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)",
    "note": "Official CVF primary abstract and bibliographic metadata inspected through indexed web search on 2026-10-28; direct page access returned HTTP 403. No full proof or benchmark replication.",
    "page": "9304-9312"
  },
  {
    "id": "dl3-b-unlearning-verification-boundaries-5",
    "type": "paper-conference",
    "title": "Descent-to-Delete: Gradient-Based Methods for Machine Unlearning",
    "author": [
      {
        "literal": "Seth Neel"
      },
      {
        "literal": "Aaron Roth"
      },
      {
        "literal": "Saeed Sharifi-Malvajerdi"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2021
        ]
      ]
    },
    "URL": "https://proceedings.mlr.press/v132/neel21a.html",
    "container-title": "Proceedings of the 32nd International Conference on Algorithmic Learning Theory",
    "note": "Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.",
    "volume": "132",
    "page": "931-962"
  },
  {
    "id": "dl3-b-unlearning-verification-boundaries-6",
    "type": "article",
    "title": "When Machine Unlearning Jeopardizes Privacy",
    "author": [
      {
        "literal": "Min Chen"
      },
      {
        "literal": "Zhikun Zhang"
      },
      {
        "literal": "Tianhao Wang"
      },
      {
        "literal": "Michael Backes"
      },
      {
        "literal": "Mathias Humbert"
      },
      {
        "literal": "Yang Zhang"
      }
    ],
    "issued": {
      "date-parts": [
        [
          2020
        ]
      ]
    },
    "URL": "https://arxiv.org/abs/2005.02205",
    "container-title": "arXiv preprint",
    "note": "Primary publisher or author arXiv abstract and metadata inspected via web on 2026-10-28; no independent proof or benchmark replication.",
    "archive": "arXiv",
    "archive_location": "2005.02205"
  }
]