Machine Learning · Computer Science
An Experimental Investigation into the Evaluation of Explainability Methods
Sédrick Stassin, Alexandre Englebert, Géraldin Nanfack, Julien Albert +6
2023-05-29
Artificial Intelligence · Computer Science
Metrics for Explainable AI: Challenges and Prospects
Robert R. Hoffman, Shane T. Mueller, Gary Klein, Jordan Litman
2019-02-04
Human-Computer Interaction · Computer Science
Study on the Helpfulness of Explainable Artificial Intelligence
Tobias Labarta, Elizaveta Kulicheva, Ronja Froelian, Christian Geißler +2
2024-10-17
Software Engineering · Computer Science
Do We Need Another Explainable AI Method? Toward Unifying Post-hoc XAI Evaluation Methods into an Interactive and Multi-dimensional Benchmark
Mohamed Karim Belaid, Eyke Hüllermeier, Maximilian Rabus, Ralf Krestel
2022-10-05
Artificial Intelligence · Computer Science
Explainable Artificial Intelligence Approaches: A Survey
Sheikh Rabiul Islam, William Eberle, Sheikh Khaled Ghafoor, Mohiuddin Ahmed
2021-01-26
Artificial Intelligence · Computer Science
Explaining Explanations: An Overview of Interpretability of Machine Learning
Leilani H. Gilpin, David Bau, Ben Z. Yuan, Ayesha Bajwa +2
2019-02-05
Artificial Intelligence · Computer Science
Explainable Artificial Intelligence: A Survey of Needs, Techniques, Applications, and Future Direction
Melkamu Mersha, Khang Lam, Joseph Wood, Ali AlShami +1
2025-03-14
Human-Computer Interaction · Computer Science
Roadmap of Designing Cognitive Metrics for Explainable Artificial Intelligence (XAI)
Janet Hui-wen Hsiao, Hilary Hei Ting Ngai, Luyu Qiu, Yi Yang +1
2021-08-05
Artificial Intelligence · Computer Science
Who Benefits from AI Explanations? Towards Accessible and Interpretable Systems
Maria J. P. Peixoto, Akriti Pandey, Ahsan Zaman, Peter R. Lewis
2025-08-15
Artificial Intelligence · Computer Science
Categorical Foundations of Explainable AI: A Unifying Theory
Pietro Barbiero, Stefano Fioravanti, Francesco Giannini, Alberto Tonda +2
2023-09-19
Artificial Intelligence · Computer Science
A Critical Survey on Fairness Benefits of Explainable AI
Luca Deck, Jakob Schoeffer, Maria De-Arteaga, Niklas Kühl
2024-05-08
Artificial Intelligence · Computer Science
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI
Alejandro Barredo Arrieta, Natalia Díaz-Rodríguez, Javier Del Ser, Adrien Bennetot +8
2019-12-30
Artificial Intelligence · Computer Science
Strategies to exploit XAI to improve classification systems
Andrea Apicella, Luca Di Lorenzo, Francesco Isgrò, Andrea Pollastro +1
2023-06-12
Artificial Intelligence · Computer Science
How much informative is your XAI? A decision-making assessment task to objectively measure the goodness of explanations
Marco Matarese, Francesco Rea, Alessandra Sciutti
2023-12-12
Artificial Intelligence · Computer Science
Explainable Artificial Intelligence (XAI) for Increasing User Trust in Deep Reinforcement Learning Driven Autonomous Systems
Jeff Druce, Michael Harradon, James Tittle
2021-06-08
Human-Computer Interaction · Computer Science
Accounts, Accountability and Agency for Safe and Ethical AI
Rob Procter, Mark Rouncefield, Peter Tolmie
2020-10-06