no code implementations • 18 Oct 2021 • Alexandra Sasha Luccioni, Frances Corry, Hamsini Sridharan, Mike Ananny, Jason Schultz, Kate Crawford
Datasets are central to training machine learning (ML) models.
no code implementations • 26 Nov 2020 • Margarita Boyarskaya, Alexandra Olteanu, Kate Crawford
NeurIPS 2020 requested that research paper submissions include impact statements on "potential nefarious uses and the consequences of failure."
Fairness Computers and Society
21 code implementations • 23 Mar 2018 • Timnit Gebru, Jamie Morgenstern, Briana Vecchione, Jennifer Wortman Vaughan, Hanna Wallach, Hal Daumé III, Kate Crawford
The machine learning community currently has no standardized process for documenting datasets, which can lead to severe consequences in high-stakes domains.