Challenges of Human-Aware AI Systems
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Abstract (arXiv)
From its inception, AI has had a rather ambivalent relationship to humans---swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever increasing pace, there is a greater need for AI systems to work synergistically with humans. To do this effectively, AI systems must pay more attention to aspects of intelligence that helped humans work with each other---including social intelligence. I will discuss the research challenges in designing such human-aware AI systems, including modeling the mental states of humans in the loop, recognizing their desires and intentions, providing proactive support, exhibiting explicable behavior, giving cogent explanations on demand, and engendering trust. I will survey the progress made so far on these challenges, and highlight some promising directions. I will also touch on the additional ethical quandaries that such systems pose. I will end by arguing that the quest for human-aware AI systems broadens the scope of AI enterprise, necessitates and facilitates true inter-disciplinary collaborations, and can go a long way towards increasing public acceptance of AI technologies.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Oct 2019.
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Citing papers per year: 2021: 1; 2022: 4; 2023: 2; 2024: 4; 2025: 1; 2026: 1.
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- 2021Symbols as a Lingua Franca for Bridging Human-AI Chasm for Explainable and Advisable AI Systemscited by 36
- 2024Challenges in Human-Agent Communicationcited by 11
- 2022Integrating AI Planning with Natural Language Processing: A Combination of Explicit and Tacit Knowledgecited by 3
- 2022Simulation-Assisted Optimization for Large-Scale Evacuation Planning with Congestion-Dependent Delayscited by 2
- 2022Modeling Human Behavior Part I -- Learning and Belief Approachescited by 1
- 2023Statistical relational learning and neuro-symbolic AI: what does first-order logic offer?cited by 1
- 2024A Risk Taxonomy and Reflection Tool for Large Language Model Adoption in Public Healthcited by 1
- 2022AI-HRI Brings New Dimensions to Human-Aware Design for Human-Aware AIcited by 0
- 2023Roots and Requirements for Collaborative AIscited by 0
- 2024Human-Modeling in Sequential Decision-Making: An Analysis through the Lens of Human-Aware AIcited by 0
- 2024Human-Aware Belief Revision: A Cognitively Inspired Framework for Explanation-Guided Revision of Human Modelscited by 0
- 2025Counterfactual Explanations as Planscited by 0
- 2026Improving LLM Performance Through Black-Box Online Tuning: A Case for Adding System Specs to Factsheets for Trusted AI11 Mar 2026
- 2025Counterfactual Explanations as Plans13 Feb 2025
- 2024Challenges in Human-Agent Communication28 Nov 2024
- 2024A Risk Taxonomy and Reflection Tool for Large Language Model Adoption in Public Health4 Nov 2024
- 2024Human-Aware Belief Revision: A Cognitively Inspired Framework for Explanation-Guided Revision of Human Models29 May 2024
- 2024Human-Modeling in Sequential Decision-Making: An Analysis through the Lens of Human-Aware AI13 May 2024
- 2023Statistical relational learning and neuro-symbolic AI: what does first-order logic offer?8 Jun 2023
- 2023Roots and Requirements for Collaborative AIs21 Mar 2023
- 2022AI-HRI Brings New Dimensions to Human-Aware Design for Human-Aware AI21 Oct 2022
- 2022Simulation-Assisted Optimization for Large-Scale Evacuation Planning with Congestion-Dependent Delays4 Sep 2022
- 2022Modeling Human Behavior Part I -- Learning and Belief Approaches13 May 2022
- 2022Integrating AI Planning with Natural Language Processing: A Combination of Explicit and Tacit Knowledge15 Feb 2022
- 2024Challenges in Human-Agent Communicationcited by 11
- 2024Challenges in Human-Agent Communication28 Nov 2024
- 2021Symbols as a Lingua Franca for Bridging Human-AI Chasm for Explainable and Advisable AI Systemscited by 36
- 2022Integrating AI Planning with Natural Language Processing: A Combination of Explicit and Tacit Knowledgecited by 3
- 2022Simulation-Assisted Optimization for Large-Scale Evacuation Planning with Congestion-Dependent Delayscited by 2
- 2022Modeling Human Behavior Part I -- Learning and Belief Approachescited by 1
- 2023Statistical relational learning and neuro-symbolic AI: what does first-order logic offer?cited by 1
- 2024A Risk Taxonomy and Reflection Tool for Large Language Model Adoption in Public Healthcited by 1
- 2022AI-HRI Brings New Dimensions to Human-Aware Design for Human-Aware AIcited by 0
- 2023Roots and Requirements for Collaborative AIscited by 0
- 2024Human-Modeling in Sequential Decision-Making: An Analysis through the Lens of Human-Aware AIcited by 0
- 2024Human-Aware Belief Revision: A Cognitively Inspired Framework for Explanation-Guided Revision of Human Modelscited by 0
- 2025Counterfactual Explanations as Planscited by 0
- 2026Improving LLM Performance Through Black-Box Online Tuning: A Case for Adding System Specs to Factsheets for Trusted AIcited by 0
- 2026Improving LLM Performance Through Black-Box Online Tuning: A Case for Adding System Specs to Factsheets for Trusted AI11 Mar 2026
- 2025Counterfactual Explanations as Plans13 Feb 2025
- 2024A Risk Taxonomy and Reflection Tool for Large Language Model Adoption in Public Health4 Nov 2024
- 2024Human-Aware Belief Revision: A Cognitively Inspired Framework for Explanation-Guided Revision of Human Models29 May 2024
- 2024Human-Modeling in Sequential Decision-Making: An Analysis through the Lens of Human-Aware AI13 May 2024
- 2023Statistical relational learning and neuro-symbolic AI: what does first-order logic offer?8 Jun 2023
- 2023Roots and Requirements for Collaborative AIs21 Mar 2023
- 2022AI-HRI Brings New Dimensions to Human-Aware Design for Human-Aware AI21 Oct 2022
- 2022Simulation-Assisted Optimization for Large-Scale Evacuation Planning with Congestion-Dependent Delays4 Sep 2022
- 2022Modeling Human Behavior Part I -- Learning and Belief Approaches13 May 2022
- 2022Integrating AI Planning with Natural Language Processing: A Combination of Explicit and Tacit Knowledge15 Feb 2022
- 2021Symbols as a Lingua Franca for Bridging Human-AI Chasm for Explainable and Advisable AI Systems21 Sep 2021