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researcher

Allison Woodruff

3 papers here

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.CY2
  • cs.LG1
same name
  • Allison Woodruff — 13 papers, h 27

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedPutting Fairness Principles into Practice: Challenges, Metrics, and Improvements

27 citations · 30 across the 3 of their papers we have counts for

collaborators

3 papers

cs.CY2020

"A cold, technical decision-maker": Can AI provide explainability, negotiability, and humanity?

Allison Woodruff, Yasmin Asare Anderson, Katherine Jameson Armstrong +8

Algorithmic systems are increasingly deployed to make decisions in many areas of people's lives. The shift from human to algorithmic decision-making has been accompanied by concern…

cs.CY2020★ 3 cited

Explainability Case Studies

Ben Zevenbergen, Allison Woodruff, Patrick Gage Kelley

Explainability is one of the key ethical concepts in the design of AI systems. However, attempts to operationalize this concept thus far have tended to focus on approaches such as…

cs.LG2019★ 27 cited

Putting Fairness Principles into Practice: Challenges, Metrics, and Improvements

Alex Beutel, Jilin Chen, Tulsee Doshi +6

As more researchers have become aware of and passionate about algorithmic fairness, there has been an explosion in papers laying out new metrics, suggesting algorithms to address i…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.