Can we do better explanations? A proposal of user-centered explainable AI (original) (raw)

Explainability as a User Requirement for Artificial Intelligence Systems

Mia Schmitz

Computer

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Invisible Users: Uncovering End-Users' Requirements for Explainable AI via Explanation Forms and Goals

Diane Gromala

arXiv (Cornell University), 2023

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EUCA: the End-User-Centered Explainable AI Framework

Diane Gromala

arXiv (Cornell University), 2021

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The Role of Human Knowledge in Explainable AI

Marco Brambilla

Data

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Flexible and Context-Specific AI Explainability: A Multidisciplinary Approach

Florence d'Alché-Buc

SSRN Electronic Journal, 2020

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Design Decision Framework for AI Explanations

Ronald Metoyer

2021

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Levels of explainable artificial intelligence for human-aligned conversational explanations

Francisco Odair Bonilla Cruz

Artificial Intelligence, 2021

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Leslie, D., Rincón, C., Briggs, M., Perini, A., Jayadeva, S., Borda, A., et al (2024). AI Explainability in Practice. The Alan Turing Institute.

Ann Borda

The Alan Turing Institute, 2024

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Bridging AI Developers and End Users: an End-User-Centred Explainable AI Taxonomy and Visual Vocabularies

Diane Gromala

2019

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What do we want from Explainable Artificial Intelligence (XAI)? – A stakeholder perspective on XAI and a conceptual model guiding interdisciplinary XAI research

Kevin Baum

Artificial Intelligence, 2021

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Innovations in Explainable AI : Bridging the Gap Between Complexity and Understanding

Keshav Jena, International Journal of Scientific Research in Computer Science, Engineering and Information Technology IJSRCSEIT

International Journal of Scientific Research in Computer Science, Engineering and Information Technology, 2023

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Considerations on explainable AI and users’ mental models

Wijnand IJsselsteijn

2019

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Explainable AI

Britta Wrede

KI - Künstliche Intelligenz

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Information-seeking dialogue for explainable artificial intelligence: Modelling and analytics

Katarzyna Budzynska

Argument & Computation

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EUCA: A Practical Prototyping Framework towards End-User-Centered Explainable Artificial Intelligence

Diane Gromala

ArXiv, 2021

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Notions of explainability and evaluation approaches for explainable artificial intelligence

Giulia Vilone, Luca Longo

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Do ML Experts Discuss Explainability for AI Systems?

Mateus Monteiro

2020

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Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI

Shane Mueller

ArXiv, 2019

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Explainable agents and robots

Davide Calvaresi

2019

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Metrics for Explainable AI: Challenges and Prospects

Shane Mueller

arXiv (Cornell University), 2018

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Principles of Explanation in Human-AI Systems

Shane Mueller

arXiv (Cornell University), 2021

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Qualitative investigation in explainable artificial intelligence: A bit more insight from social science

Rosina Weber

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iSee: Intelligent Sharing of Explanation Experience by Users for Users

Nirmalie Wiratunga

28th International Conference on Intelligent User Interfaces

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A Comprehensive Review on Explainable AI Techniques, Challenges, and Future Scope

Dr Bhavna Bajpai

Intelligent Computing and Networking

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What Does Explainable AI Really Mean? A New Conceptualization of Perspectives

Sarah Schulz

ArXiv, 2017

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A Systematic Review of Explainable Artificial Intelligence in Terms of Different Application Domains and Tasks

Mobyen Ahmed

Applied Sciences

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Intrinsic, Dialogic, and Impact Measures of Success for Explainable AI

Jörg Cassens

2021

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Directions for Explainable Knowledge-Enabled Systems

Shruthi Chari

2020

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A User-Centred Framework for Explainable Artificial Intelligence in Human-Robot Interaction

Francesco Rea

Cornell University - arXiv, 2021

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Reviewing the Need for Explainable Artificial Intelligence (xAI)

Arisa Shollo

Proceedings of the Annual Hawaii International Conference on System Sciences, 2021

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Explainable Artificial Intelligence and Machine Learning

M S Raunak

Computer

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Revisiting the Performance-Explainability Trade-Off in Explainable Artificial Intelligence (XAI)

Barnaby Crook

arXiv (Cornell University), 2023

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Explainable AI, but explainable to whom?

Arisa Shollo

ArXiv, 2021

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