Image credit: Diego Delso, delso.photo, License CC BY-SA
Workshop on Responsible Healthcare using Machine Learning 2025
Sep 19, 2025
co-located with ECML PKDD, Porto, Portugal
Date: September 19, 2025
Time: 9:00 AM - 1:00 PM
Location: Alfândega do Porto Congress Centre, Porto, Portugal
9:00 - 9:05
Opening Remarks
9:05 - 9:45
Keynote 1
Prof. John D. Piette
Professor Emeritus, Health Behavior and Health Equity
VA Senior Career Scientist, University of Michigan
9:45 - 10:30
Paper Presentations (Session 1)
MedFusion-LM: Explainable Large Language Model for Transforming Medical Outcomes in Federated Learning with Neural Architecture Search Blueprints
Diogen Babuc*; Teodor-Florin Fortiş
Preprint
Voices Between Lines: Interpretable Labeling of Mental Health Minority Topics with Seed Guidance and LLMs
Seyedeh Fatemeh Ebrahimi*; Jaakko Peltonen
Preprint
A Comparative Study on the Responsible Use of Public LLMs for Self-Diagnosis
Nikil Sharan Prabahar Balasubramanian, Sagnik Dakshit*
Preprint
10:30 - 11:00
Coffee Break
11:00 - 11:15
Paper Presentation (Session 2)
A Privacy-Centric Approach: Scalable and Secure Federated Learning Enabled by Hybrid Homomorphic Encryption
Khoa Nguyen; Tanveer Khan*; Antonis Michalas
Preprint
11:15 - 11:45
Poster Session
-
DBSCAN clustering applied to electronic health records' data from patients with glioblastoma
Davide Chicco*; Luca Oneto
Preprint
-
Positive-Unlabeled Learning for User-Centred XAI: a Case Study in Healthcare
Iris Heerlien*; Selin Çolakhasanoglu; Jeroen Linssen
Preprint
-
Challenges in Explaining Pretrained Clinical Text Classifiers
Kristian Miok*; Matej Klemen; Blaz Skrlj; Marko Robnik-Sikonja
Preprint
-
Privacy-Preserving AI-based Glaucoma Referral using Multi-Centric Real-World Data: A Feasibility study
Filipe Soares*; Telmo Barbosa; João Barbosa-Breda; Luís Abegão Pinto; Carlos Marques-Neves
Preprint
-
Gender Prediction from Polish Ethnicity Fundus Images using Foundation Model
Paweł Niedziółka*; Paweł Zyblewski; Andrzej Grzybowski; Michał Woźniak
Preprint
-
Characterizing Publicly Available Tabular Health Data Sets for Responsible Machine Learning
Mariana Oliveira*; Carlos Soares
Preprint
12:25 - 12:55
Panel Discussion
12:55 - 13:00
Closing Remarks