| 2025 | FedCSIS | Comparison of Large Language Models Supporting the Polish Language in Terms of Faithfulness in Retrieval-Augmented Generation Applications. | Marcin Blachnik, Jakub Chmielewski |
| 2025 | ICCS | Multiple-Meta-Instance Selection. Combining the Properties of Many Instance-Selection Methods. | Marcin Blachnik, Piotr Cieplinski, Daniel Dabrowski |
| 2025 | ICCS | Prototype-Pairs Decomposition for Extracting Simple and Meaningful Rules. | Marcin Blachnik, Miroslaw Kordos, Daniel Dabrowski |
| 2023 | IDEAL | Preliminary Study on Unexploded Ordnance Classification in Underwater Environment Based on the Raw Magnetometry Data. | Marcin Blachnik, Piotr Sciegienka, Daniel Dabrowski |
| 2020 | ICONIP | Estimating the Performance Indicators of Promotion Efficiency in FMCG Retail. | Marcin Blachnik, Joanna Henzel |
| 2018 | FedCSIS | Data Compression Measures for Meta-Learning Systems. | Marcin Blachnik, Miroslaw Kordos, Slawomir Golak |
| 2018 | ICANN | New Architecture of Correlated Weights Neural Network for Global Image Transformations. | Slawomir Golak, Anna Jama, Marcin Blachnik, Tadeusz Wieczorek |
| 2018 | IDEAL | Data Set Partitioning in Evolutionary Instance Selection. | Miroslaw Kordos, Lukasz Czepielik, Marcin Blachnik |
| 2016 | ICAISC | On the Relation Between kNN Accuracy and Dataset Compression Level. | Marcin Blachnik |
| 2015 | ICAISC | Reducing Time Complexity of SVM Model by LVQ Data Compression. | Marcin Blachnik |
| 2014 | ICAISC | Bagging of Instance Selection Algorithms. | Marcin Blachnik, Miroslaw Kordos |
| 2014 | KES | Ensembles of Instance Selection Methods based on Feature Subset. | Marcin Blachnik |
| 2013 | ICAISC | Instance Selection in Logical Rule Extraction for Regression Problems. | Miroslaw Kordos, Szymon Bialka, Marcin Blachnik |
| 2012 | HAIS | Computational Complexity Reduction and Interpretability Improvement of Distance-Based Decision Trees. | Marcin Blachnik, Miroslaw Kordos |
| 2012 | HAIS | Combining the Advantages of Neural Networks and Decision Trees for Regression Problems in a Steel Temperature Prediction System. | Miroslaw Kordos, Piotr Kania, Pawel Budzyna, Marcin Blachnik, Tadeusz Wieczorek, Slawomir Golak |
| 2012 | HAIS | Evolutionary Optimized Forest of Regression Trees: Application in Metallurgy. | Miroslaw Kordos, Jerzy Piotrowski, Szymon Bialka, Marcin Blachnik, Slawomir Golak, Tadeusz Wieczorek |
| 2012 | ICAISC | Do We Need Complex Models for Gestures? A Comparison of Data Representation and Preprocessing Methods for Hand Gesture Recognition. | Marcin Blachnik, Przemyslaw Glomb |
| 2012 | ICAISC | Selecting Representative Prototypes for Prediction the Oxygen Activity in Electric Arc Furnace. | Marcin Blachnik, Miroslaw Kordos, Tadeusz Wieczorek, Slawomir Golak |
| 2012 | ICANN | Feature Ranking Methods Used for Selection of Prototypes. | Marcin Blachnik, Wlodzislaw Duch, Tomasz Maszczyk |
| 2012 | ICANN | Extraction of Prototype-Based Threshold Rules Using Neural Training Procedure. | Marcin Blachnik, Miroslaw Kordos, Wlodzislaw Duch |
| 2012 | ICANN | Instance Selection with Neural Networks for Regression Problems. | Miroslaw Kordos, Marcin Blachnik |
| 2011 | HAIS | A Hybrid System with Regression Trees in Steel-Making Process. | Miroslaw Kordos, Marcin Blachnik, Marcin Perzyk, Jacek Kozlowski, Orestes Bystrzycki, Mateusz Grdek, Adrian Byrdziak, Zenon Motyka |
| 2011 | ICANN | Temperature Prediction in Electric Arc Furnace with Neural Network Tree. | Miroslaw Kordos, Marcin Blachnik, Tadeusz Wieczorek |
| 2011 | ICCCI | Neural Network Committees Optimized with Evolutionary Methods for Steel Temperature Control. | Miroslaw Kordos, Marcin Blachnik, Tadeusz Wieczorek, Slawomir Golak |
| 2011 | IDEAL | Simplifying SVM with Weighted LVQ Algorithm. | Marcin Blachnik, Miroslaw Kordos |
| 2011 | IDEAL | Evolutionary Optimization of Regression Model Ensembles in Steel-Making Process. | Miroslaw Kordos, Marcin Blachnik, Tadeusz Wieczorek |
| 2010 | ICAISC | Information Theory vs. Correlation Based Feature Ranking Methods in Application to Metallurgical Problem Solving. | Marcin Blachnik, Adam Bukowiec, Miroslaw Kordos, Jacek Biesiada |
| 2010 | ICAISC | A Model for Temperature Prediction of Melted Steel in the Electric Arc Furnace (EAF). | Marcin Blachnik, Krystian Maczka, Tadeusz Wieczorek |
| 2010 | ICAISC | Infosel++: Information Based Feature Selection C++ Library. | Adam Kachel, Jacek Biesiada, Marcin Blachnik, Wlodzislaw Duch |
| 2010 | ICAISC | Do We Need Whatever More Than k-NN? | Miroslaw Kordos, Marcin Blachnik, Dawid Strzempa |
| 2010 | ICANN | Improving Accuracy of LVQ Algorithm by Instance Weighting. | Marcin Blachnik, Wlodzislaw Duch |
| 2010 | ICONIP | Identification of Liquid State of Scrap in Electric Arc Furnace by the Use of Computational Intelligence Methods. | Marcin Blachnik, Tadeusz Wieczorek, Krystian Maczka, Grzegorz Kopec |
| 2008 | ICAISC | Building a Model for Time Reduction of Steel Scrap Meltdown in the Electric Arc Furnace (EAF): General Strategy with a Comparison of Feature Selection Methods. | Tadeusz Wieczorek, Marcin Blachnik, Krystian Maczka |
| 2008 | ICANN | Building Localized Basis Function Networks Using Context Dependent Clustering. | Marcin Blachnik, Wlodzislaw Duch |
| 2008 | ICANN | Image Classification by Histogram Features Created with Learning Vector Quantization. | Marcin Blachnik, Jorma Laaksonen |
| 2006 | ICAISC | Selection of Prototype Rules: Context Searching Via Clustering. | Marcin Blachnik, Wlodzislaw Duch, Tadeusz Wieczorek |
| 2006 | ICONIP | Prototype-Based Threshold Rules. | Marcin Blachnik, Wlodzislaw Duch |
| 2004 | ICONIP | Fuzzy Rule-Based Systems Derived from Similarity to Prototypes. | Wlodzislaw Duch, Marcin Blachnik |
| 2004 | IJCNN | Comparison of feature ranking methods based on information entropy. | Wlodzislaw Duch, Tadeusz Wieczorek, Jacek Biesiada, Marcin Blachnik |