CONFERENCE METADATA — incomplete historical coverage; source presence is not proof of delivery.
Research dataset: Lukas Walter, Clemens Sauerwein, Daniel Woods, InfoSec.pptx, https://doi.org/10.5281/zenodo.15989593, CC BY 4.0 https://creativecommons.org/licenses/by/4.0/. Changes: metadata extraction, exact-match reconciliation and uncertainty flags. No endorsement implied.

{
  "id": "research-talk-2637c5a72babed31",
  "title": "Slips: Free software machine learning tool for Network Intrusion Prevention System",
  "presenters": [
    "ALYA GOMAA",
    "SEBASTIAN GARCIA"
  ],
  "event": "Black Hat 2022 (research dataset; edition scope unverified)",
  "year": "2022",
  "source_url": "https://doi.org/10.5281/zenodo.15989593",
  "source_kind": "CC-BY research dataset",
  "source_file": "speaker_infosec.csv",
  "rights": "Metadata and source links only; abstracts, biographies, transcripts and media not republished",
  "delivery_status": "Not independently verified",
  "title_status": "source supplied",
  "presenter_status": "source supplied",
  "media": [

  ],
  "provenance": [
    {
      "raw_title": "Slips: Free software machine learning tool for Network Intrusion Prevention System",
      "raw_agenda": "11.08.2022",
      "date_conflict": false,
      "url": "https://doi.org/10.5281/zenodo.15989593",
      "file": "speaker_infosec.csv",
      "rows": [
        9,
        113
      ],
      "sha256": "e47480bc376a20292a4f6fd990be7b687f43ff0bfb861267c5533cebf3114d46",
      "attribution": "Lukas Walter, Clemens Sauerwein, Daniel Woods; InfoSec.pptx dataset; CC-BY-4.0; extracted metadata, omitted abstracts and automated classifications",
      "license": "https://creativecommons.org/licenses/by/4.0/"
    }
  ],
  "raw_agenda": "11.08.2022",
  "date_conflict": false,
  "date": "2022-08-11",
  "duration_minutes": "90",
  "source_conference_label": "Blackhat22",
  "deduplication_note": "No exact same-edition normalized-title match; fuzzy duplicates require review"
}