Human Perceptions on Moral Responsibility of AI: A Case Study in AI-Assisted Bail Decision-Making
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Abstract (arXiv)
How to attribute responsibility for autonomous artificial intelligence (AI) systems' actions has been widely debated across the humanities and social science disciplines. This work presents two experiments (N=200 each) that measure people's perceptions of eight different notions of moral responsibility concerning AI and human agents in the context of bail decision-making. Using real-life adapted vignettes, our experiments show that AI agents are held causally responsible and blamed similarly to human agents for an identical task. However, there was a meaningful difference in how people perceived these agents' moral responsibility; human agents were ascribed to a higher degree of present-looking and forward-looking notions of responsibility than AI agents. We also found that people expect both AI and human decision-makers and advisors to justify their decisions regardless of their nature. We discuss policy and HCI implications of these findings, such as the need for explainable AI in high-stakes scenarios.
Key facts. Cited by 23 papers in the map (data through 7 Oct 2026). Builds on 15 of its 119 references that are in the map. First posted on arXiv 1 Feb 2021.
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15 of 119 references.
References · 15
- 2016The Mythos of Model Interpretabilitycited by 716
- 2018Explaining Explanations: An Overview of Interpretability of Machine Learningcited by 508
- 2017Fairness in Criminal Justice Risk Assessments: The State of the Artcited by 315
- 2019Principles alone cannot guarantee ethical AIcited by 134
- 2019Mathematical Notions vs. Human Perception of Fairness: A Descriptive Approach to Fairness for Machine Learningcited by 57
- 2018How Do Fairness Definitions Fare? Examining Public Attitudes Towards Algorithmic Definitions of Fairnesscited by 48
- 2015The social dilemma of autonomous vehiclescited by 47
- 2020Factors Influencing Perceived Fairness in Algorithmic Decision-Making: Algorithm Outcomes, Development Procedures, and Individual Differencescited by 41
- 2019Ask Not What AI Can Do, But What AI Should Do: Towards a Framework of Task Delegabilitycited by 36
- 2017Society-in-the-Loop: Programming the Algorithmic Social Contractcited by 35
- 2018Human Perceptions of Fairness in Algorithmic Decision Making: A Case Study of Criminal Risk Predictioncited by 35
- 2020Dimensions of Diversity in Human Perceptions of Algorithmic Fairnesscited by 13
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Citing papers per year: 2021: 2; 2022: 2; 2023: 5; 2024: 4; 2025: 6; 2026: 4.
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- 2025Plan-Then-Execute: An Empirical Study of User Trust and Team Performance When Using LLM Agents As A Daily Assistantcited by 54
- 2024Position: Towards Bidirectional Human-AI Alignmentcited by 15
- 2024Perceptions of Sentient AI and Other Digital Minds: Evidence from the AI, Morality, and Sentience (AIMS) Surveycited by 15
- 2021On Blame Attribution for Accountable Multi-Agent Sequential Decision Makingcited by 13
- 2022The Conflict Between Explainable and Accountable Decision-Making Algorithmscited by 13
- 2021Software Engineering for Responsible AI: An Empirical Study and Operationalised Patternscited by 9
- 2022Towards a Roadmap on Software Engineering for Responsible AIcited by 9
- 2025Can AI Model the Complexities of Human Moral Decision-Making? A Qualitative Study of Kidney Allocation Decisionscited by 9
- 2023AI Reliance and Decision Quality: Fundamentals, Interdependence, and the Effects of Interventionscited by 8
- 2023A Critical Examination of the Ethics of AI-Mediated Peer Reviewcited by 8
- 2023A Systematic Literature Review of Human-Centered, Ethical, and Responsible AIcited by 5
- 2023Blaming Humans and Machines: What Shapes People's Reactions to Algorithmic Harmcited by 5
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- 2025Towards Uncertainty Aware Task Delegation and Human-AI Collaborative Decision-Makingcited by 4
- 2025Towards Cognitively-Faithful Decision-Making Models to Improve AI Alignmentcited by 2
- 2023Mindful Explanations: Prevalence and Impact of Mind Attribution in XAI Researchcited by 1
- 2025AI Ethics and Social Norms: Exploring ChatGPT's Capabilities From What to Howcited by 0
- 2025Does AI and Human Advice Mitigate Punishment for Selfish Behavior? An Experiment on AI ethics From a Psychological Perspectivecited by 0
- 2026Confronting Label Indeterminacy in Automated Bail Decisionscited by 0
- 2026RuleEdit: Failure-Guided Human-AI Model Editing with Prospective Impact Previewcited by 0
- 2026Why Sampling Is Not Choosing: Intentionality, Agency, and Moral Responsibility in Large Language Modelscited by 0
- 2026Method, Mind, and Morality: How People Make Sense of Artificial Intelligencecited by 0
- 2026Method, Mind, and Morality: How People Make Sense of Artificial Intelligence25 Aug 2026
- 2026Why Sampling Is Not Choosing: Intentionality, Agency, and Moral Responsibility in Large Language Models11 Jun 2026
- 2026Confronting Label Indeterminacy in Automated Bail Decisions13 Apr 2026
- 2026RuleEdit: Failure-Guided Human-AI Model Editing with Prospective Impact Preview12 Apr 2026
- 2025Towards Cognitively-Faithful Decision-Making Models to Improve AI Alignment4 Sep 2025
- 2025Does AI and Human Advice Mitigate Punishment for Selfish Behavior? An Experiment on AI ethics From a Psychological Perspective26 May 2025
- 2025Towards Uncertainty Aware Task Delegation and Human-AI Collaborative Decision-Making23 May 2025
- 2025AI Ethics and Social Norms: Exploring ChatGPT's Capabilities From What to How25 Apr 2025
- 2025Can AI Model the Complexities of Human Moral Decision-Making? A Qualitative Study of Kidney Allocation Decisions2 Mar 2025
- 2025Plan-Then-Execute: An Empirical Study of User Trust and Team Performance When Using LLM Agents As A Daily Assistant3 Feb 2025
- 2024TwIPS: A Large Language Model Powered Texting Application to Simplify Conversational Nuances for Autistic Users25 Jul 2024
- 2024Perceptions of Sentient AI and Other Digital Minds: Evidence from the AI, Morality, and Sentience (AIMS) Survey11 Jul 2024
11 more
- 2024Position: Towards Bidirectional Human-AI Alignment13 Jun 2024
- 2024How Human-Centered Explainable AI Interface Are Designed and Evaluated: A Systematic Survey21 Mar 2024
- 2023Mindful Explanations: Prevalence and Impact of Mind Attribution in XAI Research19 Dec 2023
- 2023A Critical Examination of the Ethics of AI-Mediated Peer Review2 Sep 2023
- 2023AI Reliance and Decision Quality: Fundamentals, Interdependence, and the Effects of Interventions18 Apr 2023
- 2023Blaming Humans and Machines: What Shapes People's Reactions to Algorithmic Harm5 Apr 2023
- 2023A Systematic Literature Review of Human-Centered, Ethical, and Responsible AI10 Feb 2023
- 2022The Conflict Between Explainable and Accountable Decision-Making Algorithms11 May 2022
- 2022Towards a Roadmap on Software Engineering for Responsible AI9 Mar 2022
- 2021Software Engineering for Responsible AI: An Empirical Study and Operationalised Patterns18 Nov 2021
- 2021On Blame Attribution for Accountable Multi-Agent Sequential Decision Making26 Jul 2021
- 2024Position: Towards Bidirectional Human-AI Alignmentcited by 15
- 2024Position: Towards Bidirectional Human-AI Alignment13 Jun 2024
- 2024Perceptions of Sentient AI and Other Digital Minds: Evidence from the AI, Morality, and Sentience (AIMS) Surveycited by 15
- 2021On Blame Attribution for Accountable Multi-Agent Sequential Decision Makingcited by 13
- 2022The Conflict Between Explainable and Accountable Decision-Making Algorithmscited by 13
- 2021Software Engineering for Responsible AI: An Empirical Study and Operationalised Patternscited by 9
- 2022Towards a Roadmap on Software Engineering for Responsible AIcited by 9
- 2025Can AI Model the Complexities of Human Moral Decision-Making? A Qualitative Study of Kidney Allocation Decisionscited by 9
- 2023AI Reliance and Decision Quality: Fundamentals, Interdependence, and the Effects of Interventionscited by 8
- 2023A Critical Examination of the Ethics of AI-Mediated Peer Reviewcited by 8
- 2023A Systematic Literature Review of Human-Centered, Ethical, and Responsible AIcited by 5
- 2023Blaming Humans and Machines: What Shapes People's Reactions to Algorithmic Harmcited by 5
- 2024How Human-Centered Explainable AI Interface Are Designed and Evaluated: A Systematic Surveycited by 5
- 2024TwIPS: A Large Language Model Powered Texting Application to Simplify Conversational Nuances for Autistic Userscited by 5
12 most cited of 21 All 21 (JSON)
- 2026Method, Mind, and Morality: How People Make Sense of Artificial Intelligence25 Aug 2026
- 2026Why Sampling Is Not Choosing: Intentionality, Agency, and Moral Responsibility in Large Language Models11 Jun 2026
- 2026Confronting Label Indeterminacy in Automated Bail Decisions13 Apr 2026
- 2026RuleEdit: Failure-Guided Human-AI Model Editing with Prospective Impact Preview12 Apr 2026
- 2025Towards Cognitively-Faithful Decision-Making Models to Improve AI Alignment4 Sep 2025
- 2025Does AI and Human Advice Mitigate Punishment for Selfish Behavior? An Experiment on AI ethics From a Psychological Perspective26 May 2025
- 2025Towards Uncertainty Aware Task Delegation and Human-AI Collaborative Decision-Making23 May 2025
- 2025AI Ethics and Social Norms: Exploring ChatGPT's Capabilities From What to How25 Apr 2025
- 2025Can AI Model the Complexities of Human Moral Decision-Making? A Qualitative Study of Kidney Allocation Decisions2 Mar 2025
- 2024TwIPS: A Large Language Model Powered Texting Application to Simplify Conversational Nuances for Autistic Users25 Jul 2024
- 2024Perceptions of Sentient AI and Other Digital Minds: Evidence from the AI, Morality, and Sentience (AIMS) Survey11 Jul 2024
- 2024How Human-Centered Explainable AI Interface Are Designed and Evaluated: A Systematic Survey21 Mar 2024
12 newest of 21 All 21 (JSON)