EXPLIMED 2025

Table of Contents

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