EXPLAINABILITY 2025, The Second International Conference on Systems Explainability

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Type: conference

Notes: IARIA Conference.

Editors:
Ray Jones, University of Plymouth, UK

ISBN: 978-1-68558-318-7

Location: Barcelona, Spain

Dates: from October 26, 2025 to October 30, 2025

Articles: there are 6 articles

Identifying Confusion Trends in Concept-based XAI for Multi-Label Classification
Haadia Amjad, Kilian Göller, Steffen Seitz, Carsten Knoll, and Ronald Tetzlaff
keywords: Concept-based XAI; Multi-Label Classification; Concept Distinctiveness.

CAT in the Box: A CausalAI – Tsetlin Machine Duo Enabling explainable Stroke Diagnosis and Prevention
Jalpa Soni, Emelian Gurei, Jaime Lopez Sahuquillo, Sergio Garcia Gomez, Victor M Saenger, Manuel Rodriguez Yañez, and Francisco Campos Perez
keywords: Brain stroke; Causal AI; Explainability; Interpretability; Tsetlin Machine

Explainability Analysis for Skill Execution
Khatina Sari, Paul G. Plöger, and Alex Mitrevski
keywords: Artificial Intelligence; Natural Language Processing; Heatmaps; Human-Robot Interaction

RanXplain: Explaining Rankings in Recommendation Systems
Atakan Yilmaz, Nuray Eylul Erler, Emre Atilgan, and Melisa Bal Aslan
keywords: Recommendation System; Explainable AI (XAI); Machine Learning Explainability.

Bridging the Domain Gap: Evaluating Fact-Grounded Knowledge Graph Narratives for Explainable AI in Clinical Decision Support
Valentin Göttisheim, Holger Ziekow, Peter Schanbacher, and Djaffar Ould-Abdeslam
keywords: xplainable Artificial Intelligence; XAI; Knowledge Graphs; Shapley Additive Explanations; SHAP; Narrative Generation; Claim Verification.

Explaining the Medical Record: a Research Agenda for Non-medical Practitioners
Ray B. Jones, Aled Jones, Sally Abby, Patricia Schofield, Joanne Paton, Jill Shawe, Jenny Freeman, Avril Collinson, Nicholas Peres, John Downey, and Sheena Asthana
keywords: Explainability, patient access to records; research agenda; non-medical practitioners