Explaining Data Changes with Prototypes: A Measure-Driven Approach
Karolczak, J., Stefanowski, J.
February 2026 Information Fusion
Publications
You can also find my articles on my Google Scholar and ORCID profiles.
Journal Articles
Ligand Identification in CryoEM and X-ray Maps Using Deep Learning
Karolczak, J., Przybyłowska, A., Szewczyk, K., Taisner W., Heumann, J., Stowell M., Nowicki, M., Brzeziński D.
January 2025 Bioinformatics
Conference Papers
An Interpretable Prototype Parts-based Neural Network for Medical Tabular Data
Karolczak, J., Stefanowski, J.
October 2025 The Second Workshop on Second Workshop on Explainable Artificial Intelligence for the Medical Domain (EXPLIMED 2025) co-located with 28th European Conference on Artificial Intelligence (ECAI 2025)
This part looks alike this: identifying important parts of explained instances and prototypes
Karolczak, J., Stefanowski, J.
July 2025 Joint Proceedings of the xAI 2025 Late-breaking Work, Demos and Doctoral Consortium co-located with the 3rd World Conference on eXplainable Artificial Intelligence (xAI 2025)
A-PETE: Adaptive Prototype Explanations of Tree Ensembles
Karolczak, J., Stefanowski, J.
April 2024 Progress in Polish Artificial Intelligence Research 5 : Proceedings of the 5th Polish Conference on Artificial Intelligence (PP-RAI'2024)