A Multi-Layered Research Framework for Human-Centered AI: Defining the Path to Explainability and Trust
Fuente:
arXiv
Saved in:
| Main Authors: | De Silva, Chameera, Halloluwa, Thilina, Vyas, Dhaval |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
How Human-Centered Explainable AI Interface Are Designed and Evaluated: A Systematic Survey
by: Nguyen, Thu, et al.
Published: (2024)
by: Nguyen, Thu, et al.
Published: (2024)
Preliminary Quantitative Study on Explainability and Trust in AI Systems
by: Sunny, Allen Daniel
Published: (2025)
by: Sunny, Allen Daniel
Published: (2025)
Human-Centered Explainable AI for Security Enhancement: A Deep Intrusion Detection Framework
by: Ayan, Md Muntasir Jahid, et al.
Published: (2026)
by: Ayan, Md Muntasir Jahid, et al.
Published: (2026)
Human and AI Trust: Trust Attitude Measurement Instrument
by: Larasati, Retno
Published: (2025)
by: Larasati, Retno
Published: (2025)
Explaining AI Decisions: Towards Achieving Human-Centered Explainability in Smart Home Environments
by: Shajalal, Md, et al.
Published: (2024)
by: Shajalal, Md, et al.
Published: (2024)
OpenHEXAI: An Open-Source Framework for Human-Centered Evaluation of Explainable Machine Learning
by: Ma, Jiaqi, et al.
Published: (2024)
by: Ma, Jiaqi, et al.
Published: (2024)
Towards a Comprehensive Human-Centred Evaluation Framework for Explainable AI
by: Donoso-Guzmán, Ivania, et al.
Published: (2023)
by: Donoso-Guzmán, Ivania, et al.
Published: (2023)
Human-Centered Human-AI Interaction (HC-HAII): A Human-Centered AI Perspective
by: Xu, Wei
Published: (2025)
by: Xu, Wei
Published: (2025)
Towards User-Focused Research in Training Data Attribution for Human-Centered Explainable AI
by: Nguyen, Elisa, et al.
Published: (2024)
by: Nguyen, Elisa, et al.
Published: (2024)
Channelling, Coordinating, Collaborating: A Three-Layer Framework for Disability-Centered Human-Agent Collaboration
by: Xiao, Lan, et al.
Published: (2026)
by: Xiao, Lan, et al.
Published: (2026)
ACE, Action and Control via Explanations: A Proposal for LLMs to Provide Human-Centered Explainability for Multimodal AI Assistants
by: Watkins, Elizabeth Anne, et al.
Published: (2025)
by: Watkins, Elizabeth Anne, et al.
Published: (2025)
Fewer Than 1% of Explainable AI Papers Validate Explainability with Humans
by: Suh, Ashley, et al.
Published: (2025)
by: Suh, Ashley, et al.
Published: (2025)
Human-Centered AI Communication in Co-Creativity: An Initial Framework and Insights
by: Rezwana, Jeba, et al.
Published: (2025)
by: Rezwana, Jeba, et al.
Published: (2025)
Infrastructuring Contestability: A Framework for Community-Defined AI Value Pluralism
by: Mayer, Andreas
Published: (2025)
by: Mayer, Andreas
Published: (2025)
Predicting Trust Dynamics with Dynamic SEM in Human-AI Cooperation
by: Kaneko, Sota, et al.
Published: (2024)
by: Kaneko, Sota, et al.
Published: (2024)
The Missing Knowledge Layer in AI: A Framework for Stable Human-AI Reasoning
by: Rosenbacke, Rikard, et al.
Published: (2026)
by: Rosenbacke, Rikard, et al.
Published: (2026)
An HCAI Methodological Framework (HCAI-MF): Putting It Into Action to Enable Human-Centered AI
by: Xu, Wei, et al.
Published: (2023)
by: Xu, Wei, et al.
Published: (2023)
Understanding Human-AI Trust in Education
by: Pitts, Griffin, et al.
Published: (2025)
by: Pitts, Griffin, et al.
Published: (2025)
Learning to Trust: How Humans Mentally Recalibrate AI Confidence Signals
by: Li, ZhaoBin, et al.
Published: (2026)
by: Li, ZhaoBin, et al.
Published: (2026)
Evaluating Trust in AI, Human, and Co-produced Feedback Among Undergraduate Students
by: Zhang, Audrey, et al.
Published: (2025)
by: Zhang, Audrey, et al.
Published: (2025)
Human Centered AI for Indian Legal Text Analytics
by: Ghosh, Sudipto, et al.
Published: (2024)
by: Ghosh, Sudipto, et al.
Published: (2024)
Towards Human-centered Explainable AI: A Survey of User Studies for Model Explanations
by: Rong, Yao, et al.
Published: (2022)
by: Rong, Yao, et al.
Published: (2022)
Explainable AI Enhances Glaucoma Referrals, Yet the Human-AI Team Still Falls Short of the AI Alone
by: Gomez, Catalina, et al.
Published: (2024)
by: Gomez, Catalina, et al.
Published: (2024)
Not All Trust is the Same: Effects of Decision Workflow and Explanations in Human-AI Decision Making
by: Spillner, Laura, et al.
Published: (2026)
by: Spillner, Laura, et al.
Published: (2026)
Human-Centered Human-AI Collaboration (HCHAC)
by: Gao, Qi, et al.
Published: (2025)
by: Gao, Qi, et al.
Published: (2025)
The Effect of Explainable AI-based Decision Support on Human Task Performance: A Meta-Analysis
by: Haag, Felix
Published: (2025)
by: Haag, Felix
Published: (2025)
VizTrust: A Visual Analytics Tool for Capturing User Trust Dynamics in Human-AI Communication
by: Wang, Xin, et al.
Published: (2025)
by: Wang, Xin, et al.
Published: (2025)
Towards Experience-Centered AI: A Framework for Integrating Lived Experience in Design and Development
by: Gautam, Sanjana, et al.
Published: (2025)
by: Gautam, Sanjana, et al.
Published: (2025)
Time2Stop: Adaptive and Explainable Human-AI Loop for Smartphone Overuse Intervention
by: Orzikulova, Adiba, et al.
Published: (2024)
by: Orzikulova, Adiba, et al.
Published: (2024)
Generative AI Literacy: Twelve Defining Competencies
by: Annapureddy, Ravinithesh, et al.
Published: (2024)
by: Annapureddy, Ravinithesh, et al.
Published: (2024)
Survey for Categorising Explainable AI Studies Using Data Analysis Task Frameworks
by: Ziadeh, Hamzah, et al.
Published: (2025)
by: Ziadeh, Hamzah, et al.
Published: (2025)
Human-Centered Explainability in AI-Enhanced UI Security Interfaces: Designing Trustworthy Copilots for Cybersecurity Analysts
by: Rajhans, Mona
Published: (2026)
by: Rajhans, Mona
Published: (2026)
Designing Explainable AI for Healthcare Reviews: Guidance on Adoption and Trust
by: Alamoudi, Eman, et al.
Published: (2026)
by: Alamoudi, Eman, et al.
Published: (2026)
Toward a Human-Centered AI-assisted Colonoscopy System in Australia
by: Chen, Hsiang-Ting, et al.
Published: (2025)
by: Chen, Hsiang-Ting, et al.
Published: (2025)
AI Autonomy Coefficient ($α$): Defining Boundaries for Responsible AI Systems
by: Mairittha, Nattaya, et al.
Published: (2025)
by: Mairittha, Nattaya, et al.
Published: (2025)
When Should an AI Act? A Human-Centered Model of Scene, Context, and Behavior for Agentic AI Design
by: Jung, Soyoung, et al.
Published: (2026)
by: Jung, Soyoung, et al.
Published: (2026)
Beyond Chat: a Framework for LLMs as Human-Centered Support Systems
by: Zhou, Zhiyin
Published: (2025)
by: Zhou, Zhiyin
Published: (2025)
Trusting Your AI Agent Emotionally and Cognitively: Development and Validation of a Semantic Differential Scale for AI Trust
by: Shang, Ruoxi, et al.
Published: (2024)
by: Shang, Ruoxi, et al.
Published: (2024)
Cultural Bias in Explainable AI Research: A Systematic Analysis
by: Peters, Uwe, et al.
Published: (2024)
by: Peters, Uwe, et al.
Published: (2024)
Beyond "Hallucinations": A Framework for Stable Human-AI Reasoning
by: Rosenbacke, Rikard, et al.
Published: (2025)
by: Rosenbacke, Rikard, et al.
Published: (2025)
Similar Items
-
How Human-Centered Explainable AI Interface Are Designed and Evaluated: A Systematic Survey
by: Nguyen, Thu, et al.
Published: (2024) -
Preliminary Quantitative Study on Explainability and Trust in AI Systems
by: Sunny, Allen Daniel
Published: (2025) -
Human-Centered Explainable AI for Security Enhancement: A Deep Intrusion Detection Framework
by: Ayan, Md Muntasir Jahid, et al.
Published: (2026) -
Human and AI Trust: Trust Attitude Measurement Instrument
by: Larasati, Retno
Published: (2025) -
Explaining AI Decisions: Towards Achieving Human-Centered Explainability in Smart Home Environments
by: Shajalal, Md, et al.
Published: (2024)