publications

preprints

  1. Do not explain without context: addressing the blind spot of model explanations
    Woznica, K., Pekala, K., Baniecki, H., Kretowicz, W., Sienkiewicz, E., and Biecek, P.
    arXiv:2105.13787, 2021
  2. Fooling Partial Dependence via Data Poisoning
    Baniecki, H., Kretowicz, W., and Biecek, P.
    arXiv:2105.12837, 2021
  3. The Grammar of Interactive Explanatory Model Analysis
    Baniecki, H., and Biecek, P.
    arXiv:2005.00497, 2021

2021

  1. JMLR software
    dalex: Responsible Machine Learning with Interactive Explainability and Fairness in Python
    Baniecki, H., Kretowicz, W., Piatyszek, P., Wisniewski, J., and Biecek, P.
    Journal of Machine Learning Research (JMLR), 2021
  2. AAAI SA
    Responsible Prediction Making of COVID-19 Mortality (Student Abstract)
    Baniecki, H., and Biecek, P.
    AAAI Conference on Artificial Intelligence (AAAI), 2021