754 citations
- Google (United States)US3 papers
- University of WashingtonUS3 papers
- Software Sustainability InstituteGB2 papers
- Space Telescope Science InstituteUS2 papers
- University College DublinIE2 papers
- University of California, BerkeleyUS2 papers
- University of California San DiegoUS2 papers
- University of Illinois Urbana-ChampaignUS2 papers
- Argonne National LaboratoryUS1 paper
- Boston UniversityUS1 paper
- Bucknell UniversityUS1 paper
- Delft University of TechnologyNL1 paper
12 papers
Algorithms as Social-Ecological-Technological Systems: an Environmental Justice Lens on Algorithmic Audits
Bogdana Rakova, Roel Dobbe
This paper reframes algorithmic systems as intimately connected to and part of social and ecological systems, and proposes a first-of-its-kind methodology for environmental justice…
Power to the People? Opportunities and Challenges for Participatory AI
Abeba Birhane, William Isaac, Vinodkumar Prabhakaran +4
Participatory approaches to artificial intelligence (AI) and machine learning (ML) are gaining momentum: the increased attention comes partly with the view that participation opens…
The Forgotten Margins of AI Ethics
Abeba Birhane, Elayne Ruane, Thomas Laurent +4
How has recent AI Ethics literature addressed topics such as fairness and justice in the context of continued social and structural power asymmetries? We trace both the historical…
AI and the Everything in the Whole Wide World Benchmark
Inioluwa Deborah Raji, Emily M. Bender, Amandalynne Paullada +2
There is a tendency across different subfields in AI to valorize a small collection of influential benchmarks. These benchmarks operate as stand-ins for a range of anointed common…
Data and its (dis)contents: A survey of dataset development and use in machine learning research
Amandalynne Paullada, Inioluwa Deborah Raji, Emily M. Bender +2
Datasets have played a foundational role in the advancement of machine learning research. They form the basis for the models we design and deploy, as well as our primary medium for…
Community Organizations: Changing the Culture in Which Research Software Is Developed and Sustained
Daniel S. Katz, Lois Curfman McInnes, David E. Bernholdt +10
Software is the key crosscutting technology that enables advances in mathematics, computer science, and domain-specific science and engineering to achieve robust simulations and an…