Unraveling the Interconnected Axes of Heterogeneity in Machine Learning for Democratic and Inclusive Advancements

Author:

Molamohammadi Maryam1ORCID,Taïk Afaf2ORCID,Le Roux Nicolas3ORCID,Farnadi Golnoosh4ORCID

Affiliation:

1. Mila, Canada

2. Universite de Montreal, Canada and Mila, Canada

3. Mila, Canada and Microsoft Research, Canada

4. Computer Science, McGill university, Canada and Mila, Canada

Publisher

ACM

Reference111 articles.

1. Narratives and Counternarratives on Data Sharing in Africa

2. Alekh Agarwal , Alina Beygelzimer , Miroslav Dudík , John Langford , and Hanna Wallach . 2018 . A reductions approach to fair classification . In International Conference on Machine Learning. PMLR, 60–69 . Alekh Agarwal, Alina Beygelzimer, Miroslav Dudík, John Langford, and Hanna Wallach. 2018. A reductions approach to fair classification. In International Conference on Machine Learning. PMLR, 60–69.

3. Dario Amodei and Danny Hernandez . 2018. AI and compute , 2018 . URL https://openai. com/blog/ai-and-compute 4 (2018). Dario Amodei and Danny Hernandez. 2018. AI and compute, 2018. URL https://openai. com/blog/ai-and-compute 4 (2018).

4. Julia Angwin , Jeff Larson , Surya Mattu , and Lauren Kirchner . 2016. Machine bias . In Ethics of Data and Analytics . Auerbach Publications , 254–264. Julia Angwin, Jeff Larson, Surya Mattu, and Lauren Kirchner. 2016. Machine bias. In Ethics of Data and Analytics. Auerbach Publications, 254–264.

5. FLChain: A Blockchain for Auditable Federated Learning with Trust and Incentive

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