In October 2022, I will start my PhD in Computer Science at the University of Warsaw, MI² research lab led by Przemysław Biecek. I completed my MSc (2022) and BSc (2021) in Data Science at Warsaw University of Technology.
My main research interest is explainable machine learning, with particular emphasis on adversarial attacks & evaluation of explanations. I care about human-model interaction with applications in biomedicine. I support the development of several open-source Python & R packages for building predictive models responsibly.
- SurvSHAP(t): Time-dependent explanations of machine learning survival modelsarXiv:2208.11080v2, 2022
This work introduces the first time-dependent explanation for interpreting survival models.
- ECML PKDD
oralFooling Partial Dependence via Data PoisoningIn: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2022 This work is the core of our BSc thesis defended at Warsaw University of Technology in 2021.