Smashing the ML Stack for Fun and Lawsuits
Black Hat 2021 (research dataset; edition scope unverified) · 2021
Presenter: Ram Shankar Siva Kumar · Kendra Albert · Bruce Schneier · Jonathon Penney
Attributed source ↗ · Plaintext record
CC-BY research dataset. Title: source supplied. Credit: source supplied. Delivery: Not independently verified.
Source date value: 2021-08-04. This is retained as source metadata; recording dates or placeholder timestamps do not establish a session’s actual date.
Rights: Metadata and source links only; abstracts, biographies, transcripts and media not republished
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.
Inspect structured metadata and provenance
{
"id": "research-talk-d331938fcfeb1071",
"title": "Smashing the ML Stack for Fun and Lawsuits",
"presenters": [
"Ram Shankar Siva Kumar",
"Kendra Albert",
"Bruce Schneier",
"Jonathon Penney"
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"event": "Black Hat 2021 (research dataset; edition scope unverified)",
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"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": "Smashing the ML Stack for Fun and Lawsuits",
"raw_agenda": "04.08.2021",
"date_conflict": false,
"url": "https://doi.org/10.5281/zenodo.15989593",
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"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": "04.08.2021",
"date_conflict": false,
"date": "2021-08-04",
"duration_minutes": "40",
"source_conference_label": "Blackhat21",
"deduplication_note": "No exact same-edition normalized-title match; fuzzy duplicates require review"
}