publications

conference and journal papers

  1. arXiv
    The Grammar of Interactive Explanatory Model Analysis
    H. Baniecki, D. Parzych, and P. Biecek
    arXiv:2005.00497v4, 2022
  2. arXiv
    Network Module Detection from Multi-Modal Node Features with a Greedy Decision Forest for Actionable Explainable AI
    arXiv:2108.11674v2, 2022
  3. arXiv BSc
    Fooling Partial Dependence via Data Poisoning
    H. Baniecki, W. Kretowicz, and P. Biecek
    This manuscript is the core of our BSc thesis at WUoT. arXiv:2105.12837, 2021

preprints

refereed

  1. AAAI SA
    Manipulating SHAP via Adversarial Data Perturbations (Student Abstract)
    H. Baniecki, and P. Biecek
    In AAAI Conference on Artificial Intelligence (AAAI), 2022
  2. A Signature of 14 Long Non-Coding RNAs (lncRNAs) as a Step towards Precision Diagnosis for NSCLC
    A. Sulewska, J. Niklinski, R. Charkiewicz, P. Karabowicz, P. Biecek, H. Baniecki, O. Kowalczuk, M. Kozlowski, P. Modzelewska, P. Majewski, E. Tryniszewska, J. Reszec, et al.
    Cancers, 2022
  3. JMLR MLOSS
    dalex: Responsible Machine Learning with Interactive Explainability and Fairness in Python
    H. Baniecki, W. Kretowicz, P. Piatyszek, J. Wisniewski, and P. Biecek
    Journal of Machine Learning Research (JMLR), 2021
  4. AAAI SA
    Responsible Prediction Making of COVID-19 Mortality (Student Abstract)
    H. Baniecki, and P. Biecek
    In AAAI Conference on Artificial Intelligence (AAAI), 2021
  5. modelStudio: Interactive studio with explanations for ML predictive models
    H. Baniecki, and P. Biecek
    Journal of Open Source Software (JOSS), 2019