EXPLIMED 2024

Table of Contents

• Editorial: The First Workshop on Explainable Artificial Intelligence for the medical domain - EXPLIMED@ECAI2024 PDF
  Gianluca Zaza, Gabriella Casalino, Giovanna Castellano
• Integrating Graph Neural Networks and Fuzzy Logic to Enhance Deep Learning Interpretability PDF
  Gianluca Zaza, Giovanna Castellano, Raffaele Scaringi, Gennaro Vessio
• ProtoAL: Interpretable deep active learning with prototypes for medical imaging PDF
  André Carvalho, Iury Santos
• Latent diffusion models for Privacy-preserving Medical Case-based Explanations PDF
  Filipe Campos, Luís F. Teixeira 0001, Wilson Silva, Liliana Petrychenko
• Explaining Bayesian Networks in Natural Language using Factor Arguments. Evaluation in the medical domain PDF
  Ehud Reiter, Jaime Sevilla, Nikolay Babakov, Alberto Bugarín Diz
• VISE: Validated and Invalidated Symbolic Explanations for Knowledge Graph Integrity PDF
  Maria Torrente, Maria-Esther Vidal, Disha Purohit, Yashrajsinh Chudasama
• Prediction of Continuous Targets by Explainable Imbalanced Regression from Omics Data in Childhood Obesity PDF
  María José Gacto, Rafael Alcalá, María Arteaga, Álvaro Torres-Martos, Augusto Anguita-Ruiz, Jesús Alcalá-Fdez
• Explainable skin lesion classification with multitask learning PDF
  Sheng-Lung Huang, Chih-Hao Liu
• An Explainable Convolutional Neural Network for the Detection of Drug Abuse PDF
  Paolo Pagliuca, Francesca Pitolli, Meriam Zribi, Giulia Tufo
• Towards Explainable Federated Learning in Healthcare: A Focus on Heart Arrhythmia Detection PDF
  Sileshi Nibret Zeleke, Mario A. Bochicchio
• Towards Explainable Deep Learning in Oncology: Integrating EfficientNet-B7 with XAI techniques for Acute Lymphoblastic Leukaemia PDF
  Malika Bendechache, Dost Muhammad, Ayse Keles
• Explainability by Shapley attribution for electrocardiogram-based algorithmic diagnosis under subtractive counterfactual reasoning setup PDF
  Leandro Marín, Antonio J. Jara, Arijit Ukil
• AI Readiness in Healthcare through Storytelling XAI PDF
  Akshat Dubey, Zewen Yang, Georges Hattab
• Mechanistic Causal Models for Explainable AI in Medicine: Coupling Respiratory and Immunological Systems for In Silico Medicine Simulations PDF
  Fernando Corbacho, María Dolores Corbacho, José Ignacio Lorenzo
• Identifying Candidates for Protein-Protein Interaction: A Focus on NKp46's Ligands PDF
  Alessia Borghini, Federico Di Valerio, Alessio Ragno, Roberto Capobianco
• Evaluating Machine Learning Models against Clinical Protocols for Enhanced Interpretability and Continuity of Care PDF
  Federico Sabbatini, Alessandro Bogliolo, Christel Sirocchi, Muhammad Suffian Nizami, Sara Montagna
• Towards Explainable General Medication Planning PDF
  Alexander Shleyfman, Lee-or Alon, Gal A. Kaminka, Hana Weitman
• Reliable central nervous system tumor diagnosis on MRI images with Deep Neural Networks and Conformal Prediction PDF
  Miguel Lastra, José Manuel Benítez 0001, Antonio Arauzo-Azofra, Luis Balderas, Antonio Láinez, José Pablo Martínez, María Moreno de Castro, Francisco Javier Pérez García
• Explaining Predictions of Hypertension Disease through Anchors PDF
  Katarzyna Kaczmarek-Majer, Gianluca Zaza, Pietro Giovanni Rizzo, Gabriella Casalino, Giovanna Castellano