A Comprehensive AI Policy Education Framework for University Teaching and Learning
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Abstract (arXiv)
This study aims to develop an AI education policy for higher education by examining the perceptions and implications of text generative AI technologies. Data was collected from 457 students and 180 teachers and staff across various disciplines in Hong Kong universities, using both quantitative and qualitative research methods. Based on the findings, the study proposes an AI Ecological Education Policy Framework to address the multifaceted implications of AI integration in university teaching and learning. This framework is organized into three dimensions: Pedagogical, Governance, and Operational. The Pedagogical dimension concentrates on using AI to improve teaching and learning outcomes, while the Governance dimension tackles issues related to privacy, security, and accountability. The Operational dimension addresses matters concerning infrastructure and training. The framework fosters a nuanced understanding of the implications of AI integration in academic settings, ensuring that stakeholders are aware of their responsibilities and can take appropriate actions accordingly.
Key facts. Cited by 34 papers in the map (data through 7 Oct 2026). Builds on 1 of its 64 references that are in the map. First posted on arXiv 29 Apr 2023.
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1 of 64 references.
References · 1
- 2021A Framework for Ethical AI at the United Nationscited by 2
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Citing papers per year: 2023: 7; 2024: 11; 2025: 9; 2026: 7.
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- 2023The Robots are Here: Navigating the Generative AI Revolution in Computing Educationcited by 85
- 2024Assessing AI Detectors in Identifying AI-Generated Code: Implications for Educationcited by 18
- 2024GenAI Detection Tools, Adversarial Techniques and Implications for Inclusivity in Higher Educationcited by 13
- 2025Evolution of AI in Education: Agentic Workflowscited by 13
- 2023The AI generation gap: Are Gen Z students more interested in adopting generative AI such as ChatGPT in teaching and learning than their Gen X and Millennial Generation teachers?cited by 12
- 2024Tailoring Education with GenAI: A New Horizon in Lesson Planningcited by 5
- 2023Is AI Changing the Rules of Academic Misconduct? An In-depth Look at Students' Perceptions of 'AI-giarism'cited by 4
- 2024From Guidelines to Governance: A Study of AI Policies in Educationcited by 4
- 2024Advancing Household Robotics: Deep Interactive Reinforcement Learning for Efficient Training and Enhanced Performancecited by 4
- 2023Deconstructing Student Perceptions of Generative AI (GenAI) through an Expectancy Value Theory (EVT)-based Instrumentcited by 3
- 2023ChatGPT and Beyond: The Generative AI Revolution in Educationcited by 3
- 2024Multi-stakeholder Perspective on Responsible Artificial Intelligence and Acceptability in Educationcited by 2
22 more
- 2024Understanding Student and Academic Staff Perceptions of AI Use in Assessment and Feedbackcited by 2
- 2025Multi-Stakeholder Alignment in LLM-Powered Collaborative AI Systems: A Multi-Agent Framework for Intelligent Tutoringcited by 2
- 2023Ethical Implications of ChatGPT in Higher Education: A Scoping Reviewcited by 1
- 2025Assessing instructor-AI cooperation for grading essay-type questions in an introductory sociology coursecited by 1
- 2025Experiences with Content Development and Assessment Design in the Era of GenAIcited by 1
- 2025AI University: An LLM-Powered Learning Assistant for Engineering---A Finite Element Method Case Studycited by 1
- 2025Institutional AI Sovereignty Through Gateway Architecture: Implementation Report from Fontys ICTcited by 1
- 2023Brave new world: Artificial Intelligence in teaching and learningcited by 0
- 2024Integrating Generative AI in Hackathons: Opportunities, Challenges, and Educational Implicationscited by 0
- 2024AI Governance in Higher Education: Case Studies of Guidance at Big Ten Universitiescited by 0
- 2024From Prohibition to Adoption: How Hong Kong Universities Are Navigating ChatGPT in Academic Workflowscited by 0
- 2024LLMs Integration in Software Engineering Team Projects: Roles, Impact, and a Pedagogical Design Space for AI Tools in Computing Educationcited by 0
- 2025Measuring Human Involvement in AI-Generated Text: A Case Study on Academic Writingcited by 0
- 2025Defining a Strategic Action Plan for AI in Higher Educationcited by 0
- 2025Topic Discovery and Classification for Responsible Generative AI Adaptation in Higher Educationcited by 0
- 2026Scalable Classification of Course Information Sheets Using Large Language Models: A Reusable Institutional Method for Academic Quality Assurancecited by 0
- 2026ARIA: Adaptive Retrieval Intelligence Assistant -- A Multimodal RAG Framework for Domain-Specific Engineering Educationcited by 0
- 2026Access Timing as Scaffolding: A Reinforcement Learning Approach to GenAI in Educationcited by 0
- 2026Mathematical Modelling of Ethical AI Use in Higher Education: A Coordination Game Framework for Future-Facing Learningcited by 0
- 2026Beyond Detection: Redesigning Assessment and Governande of Generative AI at the Universidad Polit'ecnica de Madrid (UPM)cited by 0
- 2026Assessment Design in the GenAI Era: The X1-X2-X3 Assessment Pattern for Testing Students' AI Literacy, Learning Outcomes, and Reflectioncited by 0
- 2026Education-centered critical policy analysis of AI: Ghana's AI strategy as a casecited by 0
- 2026Education-centered critical policy analysis of AI: Ghana's AI strategy as a case11 Jul 2026
- 2026Assessment Design in the GenAI Era: The X1-X2-X3 Assessment Pattern for Testing Students' AI Literacy, Learning Outcomes, and Reflection2 Jul 2026
- 2026Beyond Detection: Redesigning Assessment and Governande of Generative AI at the Universidad Polit'ecnica de Madrid (UPM)4 Jun 2026
- 2026Access Timing as Scaffolding: A Reinforcement Learning Approach to GenAI in Education15 May 2026
- 2026Mathematical Modelling of Ethical AI Use in Higher Education: A Coordination Game Framework for Future-Facing Learning23 Apr 2026
- 2026Scalable Classification of Course Information Sheets Using Large Language Models: A Reusable Institutional Method for Academic Quality Assurance13 Mar 2026
- 2026ARIA: Adaptive Retrieval Intelligence Assistant -- A Multimodal RAG Framework for Domain-Specific Engineering Education4 Feb 2026
- 2025Topic Discovery and Classification for Responsible Generative AI Adaptation in Higher Education17 Dec 2025
- 2025Institutional AI Sovereignty Through Gateway Architecture: Implementation Report from Fontys ICT4 Dec 2025
- 2025Multi-Stakeholder Alignment in LLM-Powered Collaborative AI Systems: A Multi-Agent Framework for Intelligent Tutoring27 Oct 2025
- 2025Defining a Strategic Action Plan for AI in Higher Education2 Oct 2025
- 2025Measuring Human Involvement in AI-Generated Text: A Case Study on Academic Writing4 Jun 2025
22 more
- 2025Evolution of AI in Education: Agentic Workflows25 Apr 2025
- 2025AI University: An LLM-Powered Learning Assistant for Engineering---A Finite Element Method Case Study11 Apr 2025
- 2025Experiences with Content Development and Assessment Design in the Era of GenAI28 Feb 2025
- 2025Assessing instructor-AI cooperation for grading essay-type questions in an introductory sociology course11 Jan 2025
- 2024LLMs Integration in Software Engineering Team Projects: Roles, Impact, and a Pedagogical Design Space for AI Tools in Computing Education30 Oct 2024
- 2024From Prohibition to Adoption: How Hong Kong Universities Are Navigating ChatGPT in Academic Workflows2 Oct 2024
- 2024AI Governance in Higher Education: Case Studies of Guidance at Big Ten Universities3 Sep 2024
- 2024Understanding Student and Academic Staff Perceptions of AI Use in Assessment and Feedback22 Jun 2024
- 2024Advancing Household Robotics: Deep Interactive Reinforcement Learning for Efficient Training and Enhanced Performance29 May 2024
- 2024GenAI Detection Tools, Adversarial Techniques and Implications for Inclusivity in Higher Education28 Mar 2024
- 2024From Guidelines to Governance: A Study of AI Policies in Education22 Mar 2024
- 2024Multi-stakeholder Perspective on Responsible Artificial Intelligence and Acceptability in Education22 Feb 2024
- 2024Tailoring Education with GenAI: A New Horizon in Lesson Planning12 Feb 2024
- 2024Integrating Generative AI in Hackathons: Opportunities, Challenges, and Educational Implications30 Jan 2024
- 2024Assessing AI Detectors in Identifying AI-Generated Code: Implications for Education8 Jan 2024
- 2023ChatGPT and Beyond: The Generative AI Revolution in Education26 Nov 2023
- 2023Ethical Implications of ChatGPT in Higher Education: A Scoping Review24 Nov 2023
- 2023The Robots are Here: Navigating the Generative AI Revolution in Computing Education1 Oct 2023
- 2023Brave new world: Artificial Intelligence in teaching and learning27 Sep 2023
- 2023Is AI Changing the Rules of Academic Misconduct? An In-depth Look at Students' Perceptions of 'AI-giarism'6 Jun 2023
- 2023The AI generation gap: Are Gen Z students more interested in adopting generative AI such as ChatGPT in teaching and learning than their Gen X and Millennial Generation teachers?4 May 2023
- 2023Deconstructing Student Perceptions of Generative AI (GenAI) through an Expectancy Value Theory (EVT)-based Instrument2 May 2023
- 2023The Robots are Here: Navigating the Generative AI Revolution in Computing Educationcited by 85
- 2024Assessing AI Detectors in Identifying AI-Generated Code: Implications for Educationcited by 18
- 2024GenAI Detection Tools, Adversarial Techniques and Implications for Inclusivity in Higher Educationcited by 13
- 2023The AI generation gap: Are Gen Z students more interested in adopting generative AI such as ChatGPT in teaching and learning than their Gen X and Millennial Generation teachers?cited by 12
- 2024Tailoring Education with GenAI: A New Horizon in Lesson Planningcited by 5
- 2023Is AI Changing the Rules of Academic Misconduct? An In-depth Look at Students' Perceptions of 'AI-giarism'cited by 4
- 2024From Guidelines to Governance: A Study of AI Policies in Educationcited by 4
- 2024Advancing Household Robotics: Deep Interactive Reinforcement Learning for Efficient Training and Enhanced Performancecited by 4
- 2023Deconstructing Student Perceptions of Generative AI (GenAI) through an Expectancy Value Theory (EVT)-based Instrumentcited by 3
- 2023ChatGPT and Beyond: The Generative AI Revolution in Educationcited by 3
- 2024Multi-stakeholder Perspective on Responsible Artificial Intelligence and Acceptability in Educationcited by 2
- 2024Understanding Student and Academic Staff Perceptions of AI Use in Assessment and Feedbackcited by 2
12 most cited of 30 All 30 (JSON)
- 2026Education-centered critical policy analysis of AI: Ghana's AI strategy as a case11 Jul 2026
- 2026Assessment Design in the GenAI Era: The X1-X2-X3 Assessment Pattern for Testing Students' AI Literacy, Learning Outcomes, and Reflection2 Jul 2026
- 2026Beyond Detection: Redesigning Assessment and Governande of Generative AI at the Universidad Polit'ecnica de Madrid (UPM)4 Jun 2026
- 2026Access Timing as Scaffolding: A Reinforcement Learning Approach to GenAI in Education15 May 2026
- 2026Mathematical Modelling of Ethical AI Use in Higher Education: A Coordination Game Framework for Future-Facing Learning23 Apr 2026
- 2026Scalable Classification of Course Information Sheets Using Large Language Models: A Reusable Institutional Method for Academic Quality Assurance13 Mar 2026
- 2025Topic Discovery and Classification for Responsible Generative AI Adaptation in Higher Education17 Dec 2025
- 2025Institutional AI Sovereignty Through Gateway Architecture: Implementation Report from Fontys ICT4 Dec 2025
- 2025Defining a Strategic Action Plan for AI in Higher Education2 Oct 2025
- 2025Measuring Human Involvement in AI-Generated Text: A Case Study on Academic Writing4 Jun 2025
- 2025Experiences with Content Development and Assessment Design in the Era of GenAI28 Feb 2025
- 2025Assessing instructor-AI cooperation for grading essay-type questions in an introductory sociology course11 Jan 2025
12 newest of 30 All 30 (JSON)