26-30 July 2026

EMBC 2026

Toronto, Canada
Th.1.10.5

LINKING PREDICTED UNCERTAINTY TO ERROR BOUNDS FOR TRUSTWORTHY BIOMEDICAL DEEP LEARNING

Isaly Tappan, Erica Lindbeck, Maximillian Diaz, Jennifer Nichols, Joel Harley, University of Florida

Session:
Th.1.10: Trustworthy, Fair & Explainable AI for Healthcare Oral

Track:
Biomedical & Health Informatics

Location:
Room 801B

Presentation Time:
Thursday, 30 July, 09:30 - 09:45

Session Co-Chairs:
Erika Rovini and Saša Kendjel
Presentation
Discussion
Resources
No resources available.
Session Th.1.10
Th.1.10.1: A synthetic data-driven generation approach to enhance the fairness and privacy of AI-based systems in the domain of rare diseases
Vasileios Pezoulas, Nikolaos Tachos, Dimitrios Zaridis, University of Ioannina and BRI-FORTH; Lukas Chatzis, Andreas Goules, National and Kapodistrian University of Athens; Kostas Marias, Manolis Tsiknakis, Institute of Computer Science and Hellenic Mediterranean University; Yorgos Goletsis, University of Ioannina; Athanasios Tzioufas, National and Kapodistrian University of Athens; Dimitrios Fotiadis, University of Ioannina and BRI-FORTH
Th.1.10.2: INTERPRETABLE AI FOR THE DISCOVERY AND RANKING OF REGULATORY SEQUENCES: APPLICATION TO TRANSLATIONAL CONTROL
Shani Zur, Yonatan Savir, Technion
Th.1.10.3: A MULTI-METRIC EVALUATION FRAMEWORK FOR SELECTING TABULAR SYNTHETIC DATA GENERATORS IN HEALTHCARE
Stergiani Viseri, Vasileios C. Pezoulas, Periklis Papias, Christos Androutsos, Traianos Tsiokris, University of Ioannina; Zheshen Jiang, Nicolas Gillain, Hospital Center of University of Liege; Ioannis S. Papanikolaou, Eleni Koukoulioti, National and Kapodistrian University, Attikon University General Hospital; Constantina Cloconi, Antria Savva, German Oncology Center; Sisse H. Njor, Susanne F. Jørgensen, Lillebaelt Hospital, Denmark University of Southern Denmark; Maja Ravnik, Sergej Cerncic, University Medical Centre Maribor; Marıa Gonzalez Oter, Raquel Alcaraz Ortega, University of Valladolid; Felix Aigner, Barmherzige Bruder Krankenhaus, Medical University of Graz; Sigurd F. Lax, Medical University of Graz; Dimitrios Dimitroulopoulos, Vasilis Giannakopoulos, Dimitrios Kypreos, Agios Savvas, Cancer Hospital; Mario Tadic, Dubrava University Hospital Zagreb; Stavros T. Miloulis, Maria Haritou, Institute of Communication and Computer Systems of the National Technical University of Athens; Yorgos Goletsis, University of Ioannina; George K. Matsopoulos, Institute of Communication and Computer Systems of the National Technical University of Athens; Dimitrios I. Fotiadis, University of Ioannina, Biomedical Research Institute, FORTH
Th.1.10.4: ML-FLYP: Improving EHR Model Transportability with Multi-Label Contrastive Fine-Tuning
Tzu Hung Liu, Ryan King, Bobak Mortazavi, Texas A&M University
Th.1.10.5: LINKING PREDICTED UNCERTAINTY TO ERROR BOUNDS FOR TRUSTWORTHY BIOMEDICAL DEEP LEARNING
Isaly Tappan, Erica Lindbeck, Maximillian Diaz, Jennifer Nichols, Joel Harley, University of Florida
Th.1.10.6: On Safer Reinforcement Learning for Sedation and Analgesia in Intensive Care
Joel Romero-Hernández, Oscar Camara, Universitat Pompeu Fabra
Resources
No resources available.