publications

2021

  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
  4. AAAI
    Responsible Prediction Making of COVID-19 Mortality (Student Abstract)
    Baniecki, H., and Biecek, P.
    AAAI Conference on Artificial Intelligence (AAAI) 2021

2020

  1. dalex: Responsible Machine Learning with Interactive Explainability and Fairness in Python
    Baniecki, H., Kretowicz, W., Piatyszek, P., Wisniewski, J., and Biecek, P.
    arXiv:2012.14406 2020

2019

  1. modelStudio: Interactive studio with explanations for ML predictive models
    Baniecki, H., and Biecek, P.
    Journal of Open Source Software 2019