mlsanityData to 14 Oct 2026

Diversity and Inclusion in Artificial Intelligence

arXiv 2305.12728 ↗First posted 22 May 2023cs.AI cs.SEcited by 14

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Abstract (arXiv)

To date, there has been little concrete practical advice about how to ensure that diversity and inclusion considerations should be embedded within both specific Artificial Intelligence (AI) systems and the larger global AI ecosystem. In this chapter, we present a clear definition of diversity and inclusion in AI, one which positions this concept within an evolving and holistic ecosystem. We use this definition and conceptual framing to present a set of practical guidelines primarily aimed at AI technologists, data scientists and project leaders.

Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). Builds on 3 of its 25 references that are in the map. First posted on arXiv 22 May 2023.

Builds on

3 of 25 references.

References · 3

  1. 2018Why Is My Classifier Discriminatory?cited by 143
  2. 2022Towards Intersectionality in Machine Learning: Including More Identities, Handling Underrepresentation, and Performing Evaluationcited by 59
  3. 2021A Framework for Fairness: A Systematic Review of Existing Fair AI Solutionscited by 18

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Citing papers per year: 2023: 6; 2024: 4; 2025: 4.

14 papers.

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  1. 2024Evaluating Cultural Awareness of LLMs for Yoruba, Malayalam, and Englishcited by 8
  2. 2023Ethics in the Age of AI: An Analysis of AI Practitioners' Awareness and Challengescited by 6
  3. 2023AI for All: Operationalising Diversity and Inclusion Requirements for AI Systemscited by 6
  4. 2023Exploring Qualitative Research Using LLMscited by 5
  5. 2023Investigating Responsible AI for Scientific Research: An Empirical Studycited by 4
  6. 2023Challenges and Solutions in AI for Allcited by 3
  7. 2025Exploring Cultural Variations in Moral Judgments with Large Language Modelscited by 3
  8. 2023A Vision for Operationalising Diversity and Inclusion in AIcited by 2
  9. 2024AI for All: Identifying AI incidents Related to Diversity and Inclusioncited by 2
  10. 2024The Global AI Vibrancy Toolcited by 2
  11. 2024Diversity and Inclusion in AI for Recruitment: Lessons from Industry Workshopcited by 1
  12. 2025Livia: An Emotion-Aware AR Companion Powered by Modular AI Agents and Progressive Memory Compressioncited by 1
2 more
  1. 2025A Question Bank to Assess AI Inclusivity: Mapping out the Journey from Diversity Errors to Inclusion Excellencecited by 0
  2. 2025SCOR: A Framework for Responsible AI Innovation in Digital Ecosystemscited by 0