Interactive eXplainable AI - Theory and Practice (IXAIT 2025)

Workshop homepage: http://ixait.geist.re

IXAIT Workshop will take place during the ECML PKDD 2025 conference.

This workshop focuses on advancing Explainable Artificial Intelligence (XAI) through interactive approaches, focusing on new methodologies and methods as well as practical issues. By bridging explainability with interactivity, this workshop aims to foster advancements in creating adaptive, transparent, and effective AI systems that align with human-centered design requirements and goals. The workshop aims to provide an interdisciplinary forum to investigate fundamental issues in developing interactive explainable AI methodologies as well as to discuss recent advances, trends, and challenges in this area.

Topics of interest include but are not limited to:

• User interfaces for XAI
• Dialogue-based interactive approaches to XAI
• Processual aspects of explanations
• Human-in-the-loop approaches for XAI
• Human-centered design and XAI
• Human-computer interaction for XAI
• Adaptability through interaction
• Multimodal explanations
• Personalization and explanations
• Psychological aspects of explanations
• Cased-Based Reasoning and XAI
• Persuasive explanatory processes
• Human-based evaluation in XAI
• Modeling on information needs and preferences of users
• Modeling of multiple stakeholders in XAI
• Interactive machine learning
• Domain-specific explanations
• Sequential decision making and XAI
• Applications of all of the above

Grzegorz J. Nalepa, Jagiellonian University, Poland and Halmstad University, Sweden
Martin Atzmueller, Osnabrück University & German Research Center for Artificial Intelligence (DFKI), Germany
Kerstin Bach, Norwegian University of Science and Technology (NTNU), Norwegian Research Center for AI Innovation (NorwAI), Norway
Ann Nowe, Vrije Universiteit Brussel, Belgium
Mehrdad Asadi, Vrije Universiteit Brussel, Belgium

• Hendrik Baier, Eindhoven University of Technology, The Netherlands
• Przemyslaw Biecek, Warsaw University of Technology, Poland
• David Camacho, Universidad Politecnica de Madrid, Spain
• Peter Flach, University of Bristol, UK
• Rushed Kanawati, Université Sorbonne Paris Nord, France
• Joao Gama, University of Porto, Portugal
• Eyke Hüllermeier, LMU, Germany
• Barbara Hammer, Bielefeld University, Germany
• Tim Miller, The University of Queensland, Australia
• Slawomir Nowaczyk, Halmstad University, Sweden
• Ute Schmid, University of Bamberg, Germany
• Carles Sierra, Artificial Intelligence Research Institute, Spain
• Marek Sikora, Silesian University of Technology, Poland
• Nirmalie Wiratunga, Robert Gordon University, UK

upcoming

Paper submission: 2025-06-14
Author notification: 2025-07-14
Registration: TBD
Camera Ready Copy: 2025-07-28
Workshop: 2025-09-09 or 2025-09-13 (TBC)