Artificial Intelligence-Enabled Intelligent Assistant for Personalized and Adaptive Learning in Higher Education
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Abstract (arXiv)
This paper presents a novel framework, Artificial Intelligence-Enabled Intelligent Assistant (AIIA), for personalized and adaptive learning in higher education. The AIIA system leverages advanced AI and Natural Language Processing (NLP) techniques to create an interactive and engaging learning platform. This platform is engineered to reduce cognitive load on learners by providing easy access to information, facilitating knowledge assessment, and delivering personalized learning support tailored to individual needs and learning styles. The AIIA's capabilities include understanding and responding to student inquiries, generating quizzes and flashcards, and offering personalized learning pathways. The research findings have the potential to significantly impact the design, implementation, and evaluation of AI-enabled Virtual Teaching Assistants (VTAs) in higher education, informing the development of innovative educational tools that can enhance student learning outcomes, engagement, and satisfaction. The paper presents the methodology, system architecture, intelligent services, and integration with Learning Management Systems (LMSs) while discussing the challenges, limitations, and future directions for the development of AI-enabled intelligent assistants in education.
Key facts. Cited by 17 papers in the map (data through 13 Oct 2026). Builds on 15 of its 62 references that are in the map. First posted on arXiv 19 Sep 2023.
Builds on
15 of 62 references.
References · 15
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Citing papers per year: 2023: 1; 2024: 3; 2025: 10; 2026: 3.
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- 2025ReVISE: Learning to Refine at Test-Time via Intrinsic Self-Verificationcited by 35
- 2025Evolution of AI in Education: Agentic Workflowscited by 13
- 2023Integrating AI and Learning Analytics for Data-Driven Pedagogical Decisions and Personalized Interventions in Educationcited by 7
- 2024An Empirical Evaluation of Large Language Models on Consumer Health Questionscited by 6
- 2025Advances in Artificial Intelligence: A Review for the Creative Industriescited by 2
- 2026SortingHat: Redefining Operating Systems Education with a Tailored Digital Teaching Assistantcited by 2
- 2024Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'cited by 1
- 2025An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Educationcited by 1
- 2025Evaluating AI-Powered Learning Assistants in Engineering Higher Education: Student Engagement, Ethical Challenges, and Policy Implicationscited by 1
- 2024Integrating Generative AI in Hackathons: Opportunities, Challenges, and Educational Implicationscited by 0
- 2025Enhancing Collective Intelligence in Large Language Models Through Emotional Integrationcited by 0
- 2025Bridging LMS and generative AI: dynamic course content integration (DCCI) for enhancing student satisfaction and engagement via the ask ME assistantcited by 0
5 more
- 2025Cognitive Alignment in Personality Reasoning: Leveraging Prototype Theory for MBTI Inferencecited by 0
- 2025Adobe Summit Concierge Evaluation with Human in the Loopcited by 0
- 2025IELTS Writing Revision Platform with Automated Essay Scoring and Adaptive Feedbackcited by 0
- 2026Artificial Intelligence for Inclusive Engineering Education: Advancing Equality, Diversity, and Ethical Leadershipcited by 0
- 2026Agentic AI Ecosystems in Higher Education: A Perspective on AI Agents to Emerging Inclusive, Agentic Multi-Agent AI Framework for Learning, Teaching and Institutional Intelligencecited by 0
- 2026Agentic AI Ecosystems in Higher Education: A Perspective on AI Agents to Emerging Inclusive, Agentic Multi-Agent AI Framework for Learning, Teaching and Institutional Intelligence14 May 2026
- 2026SortingHat: Redefining Operating Systems Education with a Tailored Digital Teaching Assistant13 Apr 2026
- 2026Artificial Intelligence for Inclusive Engineering Education: Advancing Equality, Diversity, and Ethical Leadership24 Jan 2026
- 2025IELTS Writing Revision Platform with Automated Essay Scoring and Adaptive Feedback30 Dec 2025
- 2025Adobe Summit Concierge Evaluation with Human in the Loop5 Nov 2025
- 2025Cognitive Alignment in Personality Reasoning: Leveraging Prototype Theory for MBTI Inference31 Oct 2025
- 2025Evaluating AI-Powered Learning Assistants in Engineering Higher Education: Student Engagement, Ethical Challenges, and Policy Implications6 Jun 2025
- 2025An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Education8 May 2025
- 2025Evolution of AI in Education: Agentic Workflows25 Apr 2025
- 2025Bridging LMS and generative AI: dynamic course content integration (DCCI) for enhancing student satisfaction and engagement via the ask ME assistant4 Apr 2025
- 2025Enhancing Collective Intelligence in Large Language Models Through Emotional Integration5 Mar 2025
- 2025ReVISE: Learning to Refine at Test-Time via Intrinsic Self-Verification20 Feb 2025
5 more
- 2025Advances in Artificial Intelligence: A Review for the Creative Industries6 Jan 2025
- 2024An Empirical Evaluation of Large Language Models on Consumer Health Questions31 Dec 2024
- 2024Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'1 May 2024
- 2024Integrating Generative AI in Hackathons: Opportunities, Challenges, and Educational Implications30 Jan 2024
- 2023Integrating AI and Learning Analytics for Data-Driven Pedagogical Decisions and Personalized Interventions in Education15 Dec 2023
- 2023Integrating AI and Learning Analytics for Data-Driven Pedagogical Decisions and Personalized Interventions in Educationcited by 7
- 2024An Empirical Evaluation of Large Language Models on Consumer Health Questionscited by 6
- 2026SortingHat: Redefining Operating Systems Education with a Tailored Digital Teaching Assistantcited by 2
- 2024Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'cited by 1
- 2025An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Educationcited by 1
- 2025Evaluating AI-Powered Learning Assistants in Engineering Higher Education: Student Engagement, Ethical Challenges, and Policy Implicationscited by 1
- 2024Integrating Generative AI in Hackathons: Opportunities, Challenges, and Educational Implicationscited by 0
- 2025Enhancing Collective Intelligence in Large Language Models Through Emotional Integrationcited by 0
- 2025Bridging LMS and generative AI: dynamic course content integration (DCCI) for enhancing student satisfaction and engagement via the ask ME assistantcited by 0
- 2025Adobe Summit Concierge Evaluation with Human in the Loopcited by 0
- 2025IELTS Writing Revision Platform with Automated Essay Scoring and Adaptive Feedbackcited by 0
- 2026Artificial Intelligence for Inclusive Engineering Education: Advancing Equality, Diversity, and Ethical Leadershipcited by 0
- 2026SortingHat: Redefining Operating Systems Education with a Tailored Digital Teaching Assistant13 Apr 2026
- 2026Artificial Intelligence for Inclusive Engineering Education: Advancing Equality, Diversity, and Ethical Leadership24 Jan 2026
- 2025IELTS Writing Revision Platform with Automated Essay Scoring and Adaptive Feedback30 Dec 2025
- 2025Adobe Summit Concierge Evaluation with Human in the Loop5 Nov 2025
- 2025Evaluating AI-Powered Learning Assistants in Engineering Higher Education: Student Engagement, Ethical Challenges, and Policy Implications6 Jun 2025
- 2025An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Education8 May 2025
- 2025Bridging LMS and generative AI: dynamic course content integration (DCCI) for enhancing student satisfaction and engagement via the ask ME assistant4 Apr 2025
- 2025Enhancing Collective Intelligence in Large Language Models Through Emotional Integration5 Mar 2025
- 2024An Empirical Evaluation of Large Language Models on Consumer Health Questions31 Dec 2024
- 2024Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'1 May 2024
- 2024Integrating Generative AI in Hackathons: Opportunities, Challenges, and Educational Implications30 Jan 2024
- 2023Integrating AI and Learning Analytics for Data-Driven Pedagogical Decisions and Personalized Interventions in Education15 Dec 2023