Landscape of Machine Implemented Ethics
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Abstract (arXiv)
This paper surveys the state-of-the-art in machine ethics, that is, considerations of how to implement ethical behaviour in robots, unmanned autonomous vehicles, or software systems. The emphasis is on covering the breadth of ethical theories being considered by implementors, as well as the implementation techniques being used. There is no consensus on which ethical theory is best suited for any particular domain, nor is there any agreement on which technique is best placed to implement a particular theory. Another unresolved problem in these implementations of ethical theories is how to objectively validate the implementations. The paper discusses the dilemmas being used as validating 'whetstones' and whether any alternative validation mechanism exists. Finally, it speculates that an intermediate step of creating domain-specific ethics might be a possible stepping stone towards creating machines that exhibit ethical behaviour.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 Sep 2020.
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Citing papers per year: 2021: 3; 2022: 3; 2023: 2; 2024: 4; 2025: 1.
13 papers.
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- 2022Metaethical Perspectives on 'Benchmarking' AI Ethicscited by 11
- 2022Moral Dilemmas for Moral Machinescited by 6
- 2023Value Engineering for Autonomous Agentscited by 4
- 2024Reinforcement Learning and Machine ethics:a systematic reviewcited by 3
- 2021Immune Moral Models? Pro-Social Rule Breaking as a Moral Enhancement Approach for Ethical AIcited by 2
- 2024Ensuring trustworthy and ethical behaviour in intelligent logical agentscited by 2
- 2022Advising Autonomous Cars about the Rules of the Roadcited by 1
- 2024Intuitions of Compromise: Utilitarianism vs. Contractualismcited by 1
- 2021Automation: An Essential Component Of Ethical AI?cited by 0
- 2021Towards An Ethics-Audit Botcited by 0
- 2023Adaptive reinforcement learning of multi-agent ethically-aligned behaviours: the QSOM and QDSOM algorithmscited by 0
- 2024Virtue Ethics For Ethically Tunable Robotic Assistantscited by 0
- 2025RobEthiChor: Automated Context-aware Ethics-based Negotiation for Autonomous Robots30 Jul 2025
- 2024Intuitions of Compromise: Utilitarianism vs. Contractualism7 Oct 2024
- 2024Virtue Ethics For Ethically Tunable Robotic Assistants23 Jul 2024
- 2024Reinforcement Learning and Machine ethics:a systematic review2 Jul 2024
- 2024Ensuring trustworthy and ethical behaviour in intelligent logical agents12 Feb 2024
- 2023Adaptive reinforcement learning of multi-agent ethically-aligned behaviours: the QSOM and QDSOM algorithms2 Jul 2023
- 2023Value Engineering for Autonomous Agents17 Feb 2023
- 2022Advising Autonomous Cars about the Rules of the Road28 Sep 2022
- 2022Metaethical Perspectives on 'Benchmarking' AI Ethics11 Apr 2022
- 2022Moral Dilemmas for Moral Machines11 Mar 2022
- 2021Immune Moral Models? Pro-Social Rule Breaking as a Moral Enhancement Approach for Ethical AI17 Jun 2021
- 2021Towards An Ethics-Audit Bot29 Mar 2021
1 more
- 2021Automation: An Essential Component Of Ethical AI?29 Mar 2021
- 2022Metaethical Perspectives on 'Benchmarking' AI Ethicscited by 11
- 2022Moral Dilemmas for Moral Machinescited by 6
- 2023Value Engineering for Autonomous Agentscited by 4
- 2024Reinforcement Learning and Machine ethics:a systematic reviewcited by 3
- 2021Immune Moral Models? Pro-Social Rule Breaking as a Moral Enhancement Approach for Ethical AIcited by 2
- 2024Ensuring trustworthy and ethical behaviour in intelligent logical agentscited by 2
- 2022Advising Autonomous Cars about the Rules of the Roadcited by 1
- 2024Intuitions of Compromise: Utilitarianism vs. Contractualismcited by 1
- 2021Automation: An Essential Component Of Ethical AI?cited by 0
- 2021Towards An Ethics-Audit Botcited by 0
- 2023Adaptive reinforcement learning of multi-agent ethically-aligned behaviours: the QSOM and QDSOM algorithmscited by 0
- 2024Virtue Ethics For Ethically Tunable Robotic Assistantscited by 0
12 most cited of 13 All 13 (JSON)
- 2025RobEthiChor: Automated Context-aware Ethics-based Negotiation for Autonomous Robots30 Jul 2025
- 2024Intuitions of Compromise: Utilitarianism vs. Contractualism7 Oct 2024
- 2024Virtue Ethics For Ethically Tunable Robotic Assistants23 Jul 2024
- 2024Reinforcement Learning and Machine ethics:a systematic review2 Jul 2024
- 2024Ensuring trustworthy and ethical behaviour in intelligent logical agents12 Feb 2024
- 2023Adaptive reinforcement learning of multi-agent ethically-aligned behaviours: the QSOM and QDSOM algorithms2 Jul 2023
- 2023Value Engineering for Autonomous Agents17 Feb 2023
- 2022Advising Autonomous Cars about the Rules of the Road28 Sep 2022
- 2022Metaethical Perspectives on 'Benchmarking' AI Ethics11 Apr 2022
- 2022Moral Dilemmas for Moral Machines11 Mar 2022
- 2021Immune Moral Models? Pro-Social Rule Breaking as a Moral Enhancement Approach for Ethical AI17 Jun 2021
- 2021Towards An Ethics-Audit Bot29 Mar 2021
12 newest of 13 All 13 (JSON)