Ilia Stepin

According to our database, Ilia Stepin authored at least 7 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

How to Build Self-Explaining Fuzzy Systems: From Interpretability to Explainability [AI-eXplained].

Ilia Stepin, Muhammad Suffian Nizami, Alejandro Catalá, Jose Maria Alonso-Moral

IEEE Comput. Intell. Mag., February, 2024

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

Ilia Stepin, Katarzyna Budzynska, Alejandro Catalá, Martin Pereira-Fariña, Jose Maria Alonso-Moral

Argument Comput., 2024

A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations.

Ilia Stepin, Alejandro Catalá, Jose Maria Alonso-Moral

Proceedings of the IEEE International Conference on Fuzzy Systems, 2024

2023

Investigating Human-Centered Perspectives in Explainable Artificial Intelligence.

Muhammad Suffian Nizami, Ilia Stepin, Jose Maria Alonso-Moral, Alessandro Bogliolo

Proceedings of the 4th Italian Workshop on Explainable Artificial Intelligence co-located with 22nd International Conference of the Italian Association for Artificial Intelligence(AIxIA 2023), 2023

2022

An empirical study on how humans appreciate automated counterfactual explanations which embrace imprecise information.

Ilia Stepin, Jose Maria Alonso-Moral, Alejandro Catalá, Martin Pereira-Fariña

Inf. Sci., 2022

2021

A Survey of Contrastive and Counterfactual Explanation Generation Methods for Explainable Artificial Intelligence.

Ilia Stepin, José Maria Alonso, Alejandro Catalá, Martin Pereira-Fariña

IEEE Access, 2021

2020

Generation and Evaluation of Factual and Gounterfaetual Explanations for Decision Trees and Fuzzy Rule-based Classifiers.

Ilia Stepin, José Maria Alonso, Alejandro Catalá, Martin Pereira-Fariña

Proceedings of the 29th IEEE International Conference on Fuzzy Systems, 2020