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ORCIDEXPLIMED@ECAI 2025: Bologna, Italy
- Proceedings of the Second Workshop on Second Workshop on Explainable Artificial Intelligence for the Medical Domain (EXPLIMED 2025) co-located with 28th European Conference on Artificial Intelligence (ECAI 2025), Bologna, Italy, October 25, 2025. CEUR Workshop Proceedings 4059, CEUR-WS.org 2025
Session 1
- Yasmine Akaichi, Jean-Marie Jacquet, Isabelle Linden, Wim Vanhoof:
Federated Inductive Logic Programming for Explainable Artificial Intelligence. - Lorenzo Bini, Marco Sorbi, Stéphane Marchand-Maillet:
Massive Activations in Graph Neural Networks: Decoding Attention dor Domain-Dependent Interpretability. - Ramsha Aasim, Ghada Zamzmi, Jana G. Delfino, Joseph F. JáJá, Miguel A. Lago:
Comparative Plausibility Evaluation of Heatmaps for Vision Transformers in Digital Mammography. - Dost Muhammad, Muhammad Salman, Malika Bendechache:
High Cost, Low Trust? MSA-PNet Fixes Both for Medical Imaging. - Dhanesh Ramachandram, Ananya Raval:
CRISP-NAM: Competing Risk Interpretable Survival Prediction with Neural Additive Models.
Session 2
- Jacek Karolczak, Jerzy Stefanowski:
An Interpretable Prototype Parts-based Neural Network for Medical Tabular Data. - Iris Heerlien, Jeroen Linssen, Lorenzo Gatti, Maya Sappelli, Betsie Van Gaal, Richard Evering, Noah Letwory:
Using Design Thinking for Explainable AI: A Case Study Predicting the Start of the Palliative Phase in Patients with COPD or Heart Failure. - Nikolay Babakov, Elena Rezgova, Ehud Reiter, Alberto Bugarín:
Evaluation of Explainable AI by Medical Experts: a Survey of the Existing Approaches. - Nathan Blake, David A. Kelly, Santiago Calderon Pena, Akchunya Chanchal, Hana Chockler:
MRxaI: Black-Box Explainability for Image Classifiers in a Medical Setting. - Vittoria Peppoloni, Giuseppe Leone, Laura Mazzeo, Alberto Ferrarin, Vanja Miskovic, Giuseppe Lo Russo, Paolo Baili, Arsela Prelaj, Federica Corso:
LLM-Driven Clinical Trial Matching for Lung Cancer Patients: An Explainable Approach.
Session 3
- Natalia Koliou, Panagiotis Zazos, Christophoros Romesis, Cristian Bosch, Stasinos Konstantopoulos, Panagiotis Trakadas:
xSTAE: Explaining Classifier Decisions through EEG Signal Style Transfer Autoencoding. - Sileshi Nibret Zeleke, Mario A. Bochicchio:
Vision-Language Models in ECG Interpretation: An Exploratory Study. - Michal Chojnicki, Katarzyna Kaczmarek-Majer, Pawel Burchardt, Yanwu Ren, Marek Z. Reformat:
Pilot Assessment of Transparency of LLM-based Systems to Support Emergency Rooms. - Marcin Ostrowski, Olgierd Hryniewicz:
Beyond Static Importance: Quantifying Stability and Distribution Drift. - Gabriella Casalino, Giovanna Castellano, Daniele Margherita, Alberto Gaetano Valerio, Gennaro Vessio, Gianluca Zaza:
Exploring the Expressive Power of Large Language Models in Neuro-Fuzzy System Explainability: A Study on EEG-Based Seizure Detection.
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