mlsanityData to 14 Oct 2026

Building Ethics into Artificial Intelligence

arXiv 1812.02953 ↗First posted 7 Dec 2018cs.AIcited by 19

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Abstract (arXiv)

As artificial intelligence (AI) systems become increasingly ubiquitous, the topic of AI governance for ethical decision-making by AI has captured public imagination. Within the AI research community, this topic remains less familiar to many researchers. In this paper, we complement existing surveys, which largely focused on the psychological, social and legal discussions of the topic, with an analysis of recent advances in technical solutions for AI governance. By reviewing publications in leading AI conferences including AAAI, AAMAS, ECAI and IJCAI, we propose a taxonomy which divides the field into four areas: 1) exploring ethical dilemmas; 2) individual ethical decision frameworks; 3) collective ethical decision frameworks; and 4) ethics in human-AI interactions. We highlight the intuitions and key techniques used in each approach, and discuss promising future research directions towards successful integration of ethical AI systems into human societies.

Key facts. Cited by 19 papers in the map (data through 14 Oct 2026). First posted on arXiv 7 Dec 2018.

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Citing papers per year: 2021: 3; 2022: 4; 2023: 6; 2024: 2; 2025: 2; 2026: 2.

19 papers.

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  1. 2021Trustworthy AI: A Computational Perspectivecited by 93
  2. 2021A Survey on Interpretable Reinforcement Learningcited by 73
  3. 2024Navigating LLM Ethics: Advancements, Challenges, and Future Directionscited by 28
  4. 2023`It is currently hodgepodge'': Examining AI/ML Practitioners' Challenges during Co-production of Responsible AI Valuescited by 18
  5. 2023Values, Ethics, Morals? On the Use of Moral Concepts in NLP Researchcited by 14
  6. 2023Affective Game Computing: A Surveycited by 11
  7. 2023Modeling Moral Choices in Social Dilemmas with Multi-Agent Reinforcement Learningcited by 10
  8. 2021Philosophical Specification of Empathetic Ethical Artificial Intelligencecited by 8
  9. 2023The Ethics of AI in Gamescited by 6
  10. 2022When Is It Acceptable to Break the Rules? Knowledge Representation of Moral Judgement Based on Empirical Datacited by 5
  11. 2024Reinforcement Learning and Machine ethics:a systematic reviewcited by 3
  12. 2026MoralityGym: A Benchmark for Evaluating Hierarchical Moral Alignment in Sequential Decision-Making Agentscited by 2
7 more
  1. 2022Technology and Consciousnesscited by 1
  2. 2026Traccia: An OpenTelemetry-Based Governance Platform for AI Systemscited by 1
  3. 2022Logic-Based Ethical Planningcited by 0
  4. 2022Towards AI-Empowered Crowdsourcingcited by 0
  5. 2023Adaptive reinforcement learning of multi-agent ethically-aligned behaviours: the QSOM and QDSOM algorithmscited by 0
  6. 2025HKGAI-V1: Towards Regional Sovereign Large Language Model for Hong Kongcited by 0
  7. 2025Toward Virtuous Reinforcement Learning: A Critique and Roadmapcited by 0