journal articles and papers in conference proceedings

  1. arXiv
    The Grammar of Interactive Explanatory Model Analysis
    H. Baniecki, D. Parzych, 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



    Fooling Partial Dependence via Data Poisoning
    H. Baniecki, W. Kretowicz, P. Biecek
    In: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2022
    Note: This paper is the core of our BSc thesis defended at Warsaw University of Technology.
  2. AAAI SA
    Manipulating SHAP via Adversarial Data Perturbations (Student Abstract)
    H. Baniecki, P. Biecek
    In: AAAI Conference on Artificial Intelligence (AAAI), 2022
  3. 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, Z. Dzieciol-Anikiej, C. Piwkowski, R. Gryczka, R. Ramlau
    Cancers, 2022
    dalex: Responsible Machine Learning with Interactive Explainability and Fairness in Python
    H. Baniecki, W. Kretowicz, P. Piatyszek, J. Wisniewski, P. Biecek
    Journal of Machine Learning Research, 2021
  5. AAAI SA
    Responsible Prediction Making of COVID-19 Mortality (Student Abstract)
    H. Baniecki, P. Biecek
    In: AAAI Conference on Artificial Intelligence (AAAI), 2021
  6. modelStudio: Interactive studio with explanations for ML predictive models
    H. Baniecki, P. Biecek
    Journal of Open Source Software, 2019