The Values Encoded in Machine Learning Research

Author:

Birhane Abeba1,Kalluri Pratyusha2,Card Dallas3,Agnew William4,Dotan Ravit5,Bao Michelle2

Affiliation:

1. Mozilla Foundation & University College Dublin, Ireland

2. Stanford University, USA

3. University of Michigan, USA

4. University of Washington, USA

5. University of Pittsburg, USA

Publisher

ACM

Reference63 articles.

1. Fairness in representation: quantifying stereotyping as a representational harm

2. The Grey Hoodie Project: Big Tobacco, Big Tech, and the Threat on Academic Integrity

3. Grace Abuhamad and Claudel Rheault. 2020. Like a Researcher Stating Broader Impact For the Very First Time. arXiv preprint arXiv:2011.13032(2020). Grace Abuhamad and Claudel Rheault. 2020. Like a Researcher Stating Broader Impact For the Very First Time. arXiv preprint arXiv:2011.13032(2020).

4. Nur Ahmed and Muntasir Wahed. 2020. The De-democratization of AI: Deep Learning and the Compute Divide in Artificial Intelligence Research. arXiv preprint arXiv:2010.15581(2020). Nur Ahmed and Muntasir Wahed. 2020. The De-democratization of AI: Deep Learning and the Compute Divide in Artificial Intelligence Research. arXiv preprint arXiv:2010.15581(2020).

5. Emily M. Bender Timnit Gebru Angelina McMillan-Major and Shmargaret Shmitchell. 2021. On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?Proceedings of FAccT(2021). Emily M. Bender Timnit Gebru Angelina McMillan-Major and Shmargaret Shmitchell. 2021. On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?Proceedings of FAccT(2021).

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3. Gender, Sex, and the Constraints of Machine Learning Methods;The Oxford Handbook of the Sociology of Machine Learning;2023-12-18

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