| 2025 | KDD | Counterfactual Explanations with Probabilistic Guarantees on their Robustness to Model Change. | Ignacy Stepka, Jerzy Stefanowski, Mateusz Lango |
| 2024 | ECAI | Probabilistically Plausible Counterfactual Explanations with Normalizing Flows. | Patryk Wielopolski, Oleksii Furman, Jerzy Stefanowski, Maciej Zieba |
| 2023 | ACIIDS | Multi-criteria Approaches to Explaining Black Box Machine Learning Models. | Jerzy Stefanowski |
| 2023 | ECAI | The Problem of Coherence in Natural Language Explanations of Recommendations. | Jakub Raczynski, Mateusz Lango, Jerzy Stefanowski |
| 2022 | DEXA | Quality Versus Speed in Energy Demand Prediction - Experience Report from an R &D project. | Witold Andrzejewski, Jedrzej Potoniec, Maciej Drozdowski, Jerzy Stefanowski, Robert Wrembel, Pawel Stapf |
| 2017 | DIS | Discovering Minority Sub-clusters and Local Difficulty Factors from Imbalanced Data. | Mateusz Lango, Dariusz Brzezinski, Sebastian Firlik, Jerzy Stefanowski |
| 2017 | ISMIS | Actively Balanced Bagging for Imbalanced Data. | Jerzy Blaszczynski, Jerzy Stefanowski |
| 2017 | ISMIS | Evaluating Difficulty of Multi-class Imbalanced Data. | Mateusz Lango, Krystyna Napierala, Jerzy Stefanowski |
| 2016 | DIS | Ensemble Diversity in Evolving Data Streams. | Dariusz Brzezinski, Jerzy Stefanowski |
| 2014 | IDEAL | Managing Borderline and Noisy Examples in Imbalanced Classification by Combining SMOTE with Ensemble Filtering. | Jos A. Sez, Julin Luengo, Jerzy Stefanowski, Francisco Herrera |
| 2014 | ISMIS | RILL: Algorithm for Learning Rules from Streaming Data with Concept Drift. | Magdalena Deckert, Jerzy Stefanowski |
| 2014 | ISMIS | Local Characteristics of Minority Examples in Pre-processing of Imbalanced Data. | Jerzy Stefanowski, Krystyna Napierala, Malgorzata Trzcielinska |
| 2012 | ADBIS | Comparing Block Ensembles for Data Streams with Concept Drift. | Magdalena Deckert, Jerzy Stefanowski |
| 2012 | HAIS | Identification of Different Types of Minority Class Examples in Imbalanced Data. | Krystyna Napierala, Jerzy Stefanowski |
| 2012 | HAIS | Modifications of Classification Strategies in Rule Set Based Bagging for Imbalanced Data. | Krystyna Napierala, Jerzy Stefanowski |
| 2011 | CIDM | Local neighbourhood extension of SMOTE for mining imbalanced data. | Tomasz Maciejewski, Jerzy Stefanowski |
| 2011 | HAIS | Accuracy Updated Ensemble for Data Streams with Concept Drift. | Dariusz Brzezinski, Jerzy Stefanowski |
| 2009 | ISMIS | Ensembles of Abstaining Classifiers Based on Rule Sets. | Jerzy Blaszczynski, Jerzy Stefanowski, Magdalena Zajac |
| 2008 | DaWaK | Selective Pre-processing of Imbalanced Data for Improving Classification Performance. | Jerzy Stefanowski, Szymon Wilk |
| 2006 | ISMIS | Classification of Polish Email Messages: Experiments with Various Data Representations. | Jerzy Stefanowski, Marcin Zienkowicz |
| 2005 | ISDA | On Using Rule Induction in Multiple Classifiers with a Combiner Aggregation Strategy. | Jerzy Stefanowski, Slawomir Nowaczyk |
| 2004 | KES | A Comparison of Two Approaches to Data Mining from Imbalanced Data. | Jerzy W. Grzymala-Busse, Jerzy Stefanowski, Szymon Wilk |
| 2002 | ISMIS | Mining Association Rules in Preference-Ordered Data. | Salvatore Greco, Roman Slowinski, Jerzy Stefanowski |