Transitioning to human interaction with AI systems: New challenges and opportunities for HCI professionals to enable human-centered AI
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Abstract (arXiv)
While AI has benefited humans, it may also harm humans if not appropriately developed. The focus of HCI work is transiting from conventional human interaction with non-AI computing systems to interaction with AI systems. We conducted a high-level literature review and a holistic analysis of current work in developing AI systems from an HCI perspective. Our review and analysis highlight the new changes introduced by AI technology and the new challenges that HCI professionals face when applying the human-centered AI (HCAI) approach in the development of AI systems. We also identified seven main issues in human interaction with AI systems, which HCI professionals did not encounter when developing non-AI computing systems. To further enable the implementation of the HCAI approach, we identified new HCI opportunities tied to specific HCAI-driven design goals to guide HCI professionals in addressing these new issues. Finally, our assessment of current HCI methods shows the limitations of these methods in support of developing AI systems. We propose alternative methods that can help overcome these limitations and effectively help HCI professionals apply the HCAI approach to the development of AI systems. We also offer strategic recommendations for HCI professionals to effectively influence the development of AI systems with the HCAI approach, eventually developing HCAI systems.
Key facts. Cited by 38 papers in the map (data through 7 Oct 2026). Builds on 17 of its 210 references that are in the map. First posted on arXiv 12 May 2021.
Builds on
17 of 210 references.
References · 17
- 2016"Why Should I Trust You?": Explaining the Predictions of Any Classifiercited by 5,040
- 2016Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddingscited by 1,304
- 2020Human-Centered Artificial Intelligence: Reliable, Safe & Trustworthycited by 182
- 2019The Ethics of AI Ethics -- An Evaluation of Guidelinescited by 129
- 2018Efficient Interactive Annotation of Segmentation Datasets with Polygon-RNN++cited by 119
- 2020Human-centered Explainable AI: Towards a Reflective Sociotechnical Approachcited by 90
- 2017Explainable AI: Beware of Inmates Running the Asylum Or: How I Learnt to Stop Worrying and Love the Social and Behavioural Sciencescited by 84
- 2016Research Priorities for Robust and Beneficial Artificial Intelligencecited by 74
- 2019Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AIcited by 63
- 2021Hybrid Intelligencecited by 55
- 2017Human-in-the-loop Artificial Intelligencecited by 40
- 2017Cooperating with Machinescited by 39
5 more
- 2021The future of human-AI collaboration: a taxonomy of design knowledge for hybrid intelligence systemscited by 39
- 2019Human-Centered Artificial Intelligence and Machine Learningcited by 37
- 2018Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agentscited by 14
- 2021The Challenges and Opportunities of Human-Centered AI for Trustworthy Robots and Autonomous Systemscited by 8
- 2018Closing the AI Knowledge Gapcited by 2
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Citing papers per year: 2021: 2; 2022: 2; 2023: 9; 2024: 9; 2025: 14; 2026: 2.
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- 2021A Survey of Human-in-the-loop for Machine Learningcited by 214
- 2024Interactive AI with Retrieval-Augmented Generation for Next Generation Networkingcited by 34
- 2025LLM-Based Human-Agent Collaboration and Interaction Systems: A Surveycited by 28
- 2025AI Chatbots for Mental Health: Values and Harms from Lived Experiences of Depressioncited by 13
- 2024Challenges in Human-Agent Communicationcited by 11
- 2023Human-Centred Learning Analytics and AI in Education: a Systematic Literature Reviewcited by 9
- 2024Unpacking Human-AI interactions: From interaction primitives to a design spacecited by 7
- 2025SCALE: Towards Collaborative Content Analysis in Social Science with Large Language Model Agents and Human Interventioncited by 7
- 2025BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Webcited by 7
- 2023Ethical Framework for Harnessing the Power of AI in Healthcare and Beyondcited by 6
- 2022A-Eye: Driving with the Eyes of AI for Corner Case Generationcited by 5
- 2023May I Ask a Follow-up Question? Understanding the Benefits of Conversations in Neural Network Explainabilitycited by 5
26 more
- 2024Interrogating AI: Characterizing Emergent Playful Interactions with ChatGPTcited by 5
- 2024ASAP: Interpretable Analysis and Summarization of AI-generated Image Patterns at Scalecited by 5
- 2025GenTune: Toward Traceable Prompts to Improve Controllability of Image Refinement in Environment Designcited by 5
- 2023Adoption of AI Technology in the Music Mixing Workflow: An Investigationcited by 4
- 2025EyeMulator: Improving Code Language Models by Mimicking Human Visual Attentioncited by 4
- 2023Agent Teaming Situation Awareness (ATSA): A Situation Awareness Framework for Human-AI Teamingcited by 3
- 2023Unpacking Human-AI Interaction in Safety-Critical Industries: A Systematic Literature Reviewcited by 3
- 2025Advancing Responsible Innovation in Agentic AI: A study of Ethical Frameworks for Household Automationcited by 3
- 2023Applying HCAI in developing effective human-AI teaming: A perspective from human-AI joint cognitive systemscited by 2
- 2024AI Thinking: A framework for rethinking artificial intelligence in practicecited by 2
- 2024A Risk Taxonomy and Reflection Tool for Large Language Model Adoption in Public Healthcited by 1
- 2024AI-Driven Human-Autonomy Teaming in Tactical Operations: Proposed Framework, Challenges, and Future Directionscited by 1
- 2025When Trust Collides: Decoding Human-LLM Cooperation Dynamics through the Prisoner's Dilemmacited by 1
- 2025AnimAgents: Coordinating Multi-Stage Animation Pre-Production with Human-Multi-Agent Collaborationcited by 1
- 2021User Centered Design (VI): Human Factors Approaches for Intelligent Human-Computer Interactioncited by 0
- 2022Participation Interfaces for Human-Centered AIcited by 0
- 2023Towards Real Smart Apps: Investigating Human-AI Interactions in Smartphone On-Device AI Appscited by 0
- 2023Enabling Human-Centered AI: A Methodological Perspectivecited by 0
- 2024Human-Centered AI Product Prototyping with No-Code AutoML: Conceptual Framework, Potentials and Limitationscited by 0
- 2025On the usability of generative AI: Human generative AIcited by 0
- 2025A Beautiful Mind: Principles and Strategies for AI-Augmented Human Reasoningcited by 0
- 2025Human-Centered Human-AI Interaction (HC-HAII): A Human-Centered AI Perspectivecited by 0
- 2025Human-AI collaboration or obedient and often clueless AI in instruct, serve, repeat dynamics?cited by 0
- 2025AI as intermediary in modern-day ritual: An immersive, interactive production of the roller disco musical Xanadu at UCLAcited by 0
- 2026Exploring the relationship between human-centric AI and firm idiosyncratic riskscited by 0
- 2026ASAP: Visual Analytics for Identifying and Analyzing Image Patterns in AI-generated Imagescited by 0
- 2026ASAP: Visual Analytics for Identifying and Analyzing Image Patterns in AI-generated Images23 Sep 2026
- 2026Exploring the relationship between human-centric AI and firm idiosyncratic risks23 Jun 2026
- 2025AnimAgents: Coordinating Multi-Stage Animation Pre-Production with Human-Multi-Agent Collaboration22 Nov 2025
- 2025AI as intermediary in modern-day ritual: An immersive, interactive production of the roller disco musical Xanadu at UCLA9 Nov 2025
- 2025EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention22 Aug 2025
- 2025GenTune: Toward Traceable Prompts to Improve Controllability of Image Refinement in Environment Design21 Aug 2025
- 2025BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Web19 Aug 2025
- 2025Human-Centered Human-AI Interaction (HC-HAII): A Human-Centered AI Perspective5 Aug 2025
- 2025Human-AI collaboration or obedient and often clueless AI in instruct, serve, repeat dynamics?3 Aug 2025
- 2025Advancing Responsible Innovation in Agentic AI: A study of Ethical Frameworks for Household Automation21 Jul 2025
- 2025LLM-Based Human-Agent Collaboration and Interaction Systems: A Survey1 May 2025
- 2025AI Chatbots for Mental Health: Values and Harms from Lived Experiences of Depression26 Apr 2025
26 more
- 2025When Trust Collides: Decoding Human-LLM Cooperation Dynamics through the Prisoner's Dilemma10 Mar 2025
- 2025On the usability of generative AI: Human generative AI24 Feb 2025
- 2025SCALE: Towards Collaborative Content Analysis in Social Science with Large Language Model Agents and Human Intervention16 Feb 2025
- 2025A Beautiful Mind: Principles and Strategies for AI-Augmented Human Reasoning5 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
- 2024AI-Driven Human-Autonomy Teaming in Tactical Operations: Proposed Framework, Challenges, and Future Directions28 Oct 2024
- 2024AI Thinking: A framework for rethinking artificial intelligence in practice26 Aug 2024
- 2024ASAP: Interpretable Analysis and Summarization of AI-generated Image Patterns at Scale3 Apr 2024
- 2024Human-Centered AI Product Prototyping with No-Code AutoML: Conceptual Framework, Potentials and Limitations6 Feb 2024
- 2024Interactive AI with Retrieval-Augmented Generation for Next Generation Networking21 Jan 2024
- 2024Interrogating AI: Characterizing Emergent Playful Interactions with ChatGPT16 Jan 2024
- 2024Unpacking Human-AI interactions: From interaction primitives to a design space10 Jan 2024
- 2023Human-Centred Learning Analytics and AI in Education: a Systematic Literature Review20 Dec 2023
- 2023Enabling Human-Centered AI: A Methodological Perspective12 Nov 2023
- 2023Unpacking Human-AI Interaction in Safety-Critical Industries: A Systematic Literature Review5 Oct 2023
- 2023May I Ask a Follow-up Question? Understanding the Benefits of Conversations in Neural Network Explainability25 Sep 2023
- 2023Ethical Framework for Harnessing the Power of AI in Healthcare and Beyond31 Aug 2023
- 2023Agent Teaming Situation Awareness (ATSA): A Situation Awareness Framework for Human-AI Teaming31 Aug 2023
- 2023Applying HCAI in developing effective human-AI teaming: A perspective from human-AI joint cognitive systems8 Jul 2023
- 2023Towards Real Smart Apps: Investigating Human-AI Interactions in Smartphone On-Device AI Apps3 Jul 2023
- 2023Adoption of AI Technology in the Music Mixing Workflow: An Investigation6 Apr 2023
- 2022Participation Interfaces for Human-Centered AI15 Nov 2022
- 2022A-Eye: Driving with the Eyes of AI for Corner Case Generation22 Feb 2022
- 2021User Centered Design (VI): Human Factors Approaches for Intelligent Human-Computer Interaction8 Nov 2021
- 2021A Survey of Human-in-the-loop for Machine Learning2 Aug 2021
- 2025LLM-Based Human-Agent Collaboration and Interaction Systems: A Surveycited by 28
- 2024Challenges in Human-Agent Communicationcited by 11
- 2025SCALE: Towards Collaborative Content Analysis in Social Science with Large Language Model Agents and Human Interventioncited by 7
- 2025BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Webcited by 7
- 2025Advancing Responsible Innovation in Agentic AI: A study of Ethical Frameworks for Household Automationcited by 3
- 2025BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Web19 Aug 2025
- 2025Advancing Responsible Innovation in Agentic AI: A study of Ethical Frameworks for Household Automation21 Jul 2025
- 2025LLM-Based Human-Agent Collaboration and Interaction Systems: A Survey1 May 2025
- 2025SCALE: Towards Collaborative Content Analysis in Social Science with Large Language Model Agents and Human Intervention16 Feb 2025
- 2024Challenges in Human-Agent Communication28 Nov 2024
- 2021A Survey of Human-in-the-loop for Machine Learningcited by 214
- 2025AI Chatbots for Mental Health: Values and Harms from Lived Experiences of Depressioncited by 13
- 2023Human-Centred Learning Analytics and AI in Education: a Systematic Literature Reviewcited by 9
- 2024Unpacking Human-AI interactions: From interaction primitives to a design spacecited by 7
- 2023Ethical Framework for Harnessing the Power of AI in Healthcare and Beyondcited by 6
- 2022A-Eye: Driving with the Eyes of AI for Corner Case Generationcited by 5
- 2023May I Ask a Follow-up Question? Understanding the Benefits of Conversations in Neural Network Explainabilitycited by 5
- 2024Interrogating AI: Characterizing Emergent Playful Interactions with ChatGPTcited by 5
- 2025GenTune: Toward Traceable Prompts to Improve Controllability of Image Refinement in Environment Designcited by 5
- 2023Adoption of AI Technology in the Music Mixing Workflow: An Investigationcited by 4
- 2025EyeMulator: Improving Code Language Models by Mimicking Human Visual Attentioncited by 4
- 2023Agent Teaming Situation Awareness (ATSA): A Situation Awareness Framework for Human-AI Teamingcited by 3
12 most cited of 31 All 31 (JSON)
- 2026ASAP: Visual Analytics for Identifying and Analyzing Image Patterns in AI-generated Images23 Sep 2026
- 2026Exploring the relationship between human-centric AI and firm idiosyncratic risks23 Jun 2026
- 2025AnimAgents: Coordinating Multi-Stage Animation Pre-Production with Human-Multi-Agent Collaboration22 Nov 2025
- 2025AI as intermediary in modern-day ritual: An immersive, interactive production of the roller disco musical Xanadu at UCLA9 Nov 2025
- 2025EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention22 Aug 2025
- 2025GenTune: Toward Traceable Prompts to Improve Controllability of Image Refinement in Environment Design21 Aug 2025
- 2025Human-Centered Human-AI Interaction (HC-HAII): A Human-Centered AI Perspective5 Aug 2025
- 2025Human-AI collaboration or obedient and often clueless AI in instruct, serve, repeat dynamics?3 Aug 2025
- 2025AI Chatbots for Mental Health: Values and Harms from Lived Experiences of Depression26 Apr 2025
- 2025When Trust Collides: Decoding Human-LLM Cooperation Dynamics through the Prisoner's Dilemma10 Mar 2025
- 2025On the usability of generative AI: Human generative AI24 Feb 2025
- 2025A Beautiful Mind: Principles and Strategies for AI-Augmented Human Reasoning5 Feb 2025
12 newest of 31 All 31 (JSON)