Keywords:
Publications of Lilian Berton
2026
| Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives, , , and , in: ACM Transactions on Computing for Healthcare, 2026 |
[DOI] |
| Loss-Conditioned Utility-Fairness Boundary Modeling for Medical Imaging, , , and , in: Proceedings of the International Conference on Medical Image Computing and Computer Assisted Intervention, 2026 |
|
2025
| A Multi-Objective Evaluation Framework for Analyzing Utility-Fairness Trade-Offs in Machine Learning Systems, , , , and , in: The Journal of Machine Learning for Biomedical Imaging, 3:938-957, 2025 |
[DOI] |
| Optimizing Fairness and Utility in Healthcare Machine Learning Models, , , and , in: Applied Soft Computing, 181(113426), 2025 |
2024
| Does Data-Efficient Generalization Exacerbate Bias in Foundation Models?, , , , , and , in: Proceedings of the 18th European Conference on Computer Vision, 2024 |
|
| Using Backbone Foundation Model for Evaluating Fairness in Chest Radiography Without Demographic Data, , and , in: Proceedings of the International Conference on Medical Image Computing and Computer Assisted Intervention, 2024 |
[DOI] [URL] |