| 2026 | GECCO | Analyzing search behavior of population-based optimization algorithms using graph neural networks. | Bartlomiej Walczak, Hubert Guzowski, Wojciech Achtelik, Maciej Smolka, Jacek Mandziuk |
| 2026 | ICCS | Evaluating the Effectiveness and Stability of the Constrained Hybrid Metaheuristic Algorithm in Probabilistic Neural Networks Training. | Szymon Kucharczyk, Piotr A. Kowalski, Jacek Mandziuk |
| 2025 | AAAI | Cultivating Archipelago of Forests: Evolving Robust Decision Trees Through Island Coevolution. | Adam Zychowski, Andrew Perrault, Jacek Mandziuk |
| 2025 | GECCO | Augmented Decision Spaces for Stackelberg Security Games: Sparse evolution begets scalability. | Adam Zychowski, Abhishek Gupta, Yew Soon Ong, Jacek Mandziuk |
| 2025 | GECCO | Diversity-driven Cooperating Portfolio of Metaheuristic Algorithms. | Adam Zychowski, Xin Yao, Jacek Mandziuk |
| 2025 | ICAISC | The Role of Text and Vision Modalities in Solving Bongard Problems with VLMs. | Mikolaj Malkinski, Szymon Pawlonka, Jacek Mandziuk |
| 2025 | ICAISC | Migration Timing in Hybrid Island-Based Metaheuristic Algorithms. | Adam Zychowski, Xin Yao, Jacek Mandziuk |
| 2025 | ICML | Reasoning Limitations of Multimodal Large Language Models. A case study of Bongard Problems. | Mikolaj Malkinski, Szymon Pawlonka, Jacek Mandziuk |
| 2025 | IJCAI | A-I-RAVEN and I-RAVEN-Mesh: Two New Benchmarks for Abstract Visual Reasoning. | Mikolaj Malkinski, Jacek Mandziuk |
| 2025 | IJCAI | Advancing Generalization Across a Variety of Abstract Visual Reasoning Tasks. | Mikolaj Malkinski, Jacek Mandziuk |
| 2025 | KES | Accelerating Parallel Algorithm Portfolio Construction. | Grzegorz Zakrzewski, Xin Yao, Jacek Mandziuk |
| 2025 | KES | Adaptive Metaheuristic Selection in Island-Based Optimization. | Adam Zychowski, Xin Yao, Jacek Mandziuk |
| 2024 | AAAI | One Self-Configurable Model to Solve Many Abstract Visual Reasoning Problems. | Mikolaj Malkinski, Jacek Mandziuk |
| 2024 | AAAI | Coevolutionary Algorithm for Building Robust Decision Trees under Minimax Regret. | Adam Zychowski, Andrew Perrault, Jacek Mandziuk |
| 2024 | CEC | Capitalizing on the Opponent's Uncertainty in Reconnaissance Blind Chess. | Jacek Czupyt, Mikolaj Malkinski, Jacek Mandziuk |
| 2024 | ICAISC | Explainable Recognition System for Computer-Modified Face Photos. | Adrian Kaminski, Karol Degrski, Stanislaw Kazmierczak, Jacek Mandziuk |
| 2024 | ICAISC | Identification of Mislabelled Images with Data Augmentation. | Jakub Koziel, Patryk Tomaszewski, Stanislaw Kazmierczak, Jacek Mandziuk |
| 2024 | ICONIP | AttentionMix: A Guided Text Data Augmentation Method Relying on Attention. | Dominik Lewy, Jacek Mandziuk |
| 2023 | AAAI | Don't Predict Counterfactual Values, Predict Expected Values Instead. | Jeremiasz Wolosiuk, Maciej Swiechowski, Jacek Mandziuk |
| 2023 | CEC | A Filter-Based Feature Selection and Ranking Approach to Enhance Genetic Programming for High-Dimensional Data Analysis. | Mohammad Sadegh Khorshidi, Danial Yazdani, Jacek Mandziuk, Mohammad Reza Nikoo, Amir H. Gandomi |
| 2023 | ICAISC | Monte Carlo Tree Search with Metaheuristics. | Jacek Mandziuk, Patryk Walczak |
| 2023 | ICONIP | Theory-Guided Convolutional Neural Network with an Enhanced Water Flow Optimizer. | Xiaofeng Xue, Xiaoling Gong, Jacek Mandziuk, Jun Yao, El-Sayed M. El-Alfy, Jian Wang |
| 2022 | AISTATS | Duel-based Deep Learning system for solving IQ tests. | Paulina Tomaszewska, Adam Zychowski, Jacek Mandziuk |
| 2022 | GECCO | Improving LSHADE by means of a pre-screening mechanism. | Mateusz Zaborski, Jacek Mandziuk |
| 2022 | ICAISC | Evolutionary Approach to Melodic Line Harmonization. | Jan Mycka, Adam Zychowski, Jacek Mandziuk |
| 2022 | ICAISC | LQ-R-SHADE: R-SHADE with Quadratic Surrogate Model. | Mateusz Zaborski, Jacek Mandziuk |
| 2022 | ICCS | Human-Level Melodic Line Harmonization. | Jan Mycka, Adam Zychowski, Jacek Mandziuk |
| 2022 | ICCS | Coevolutionary Approach to Sequential Stackelberg Security Games. | Adam Zychowski, Jacek Mandziuk |
| 2022 | ICONIP | Prediction of the Facial Growth Direction: Regression Perspective. | Stanislaw Kazmierczak, Zofia Juszka, Rafal Wojciech Grzeszczuk, Marcin Kurdziel, Vaska Vandevska-Radunovic, Piotr Fudalej, Jacek Mandziuk |
| 2022 | ICONIP | StatMix: Data Augmentation Method that Relies on Image Statistics in Federated Learning. | Dominik Lewy, Jacek Mandziuk, Maria Ganzha, Marcin Paprzycki |
| 2022 | IJCAI | Evolutionary Approach to Security Games with Signaling. | Adam Zychowski, Jacek Mandziuk, Elizabeth Bondi, Aravind Venugopal, Milind Tambe, Balaraman Ravindran |
| 2022 | IJCNN | Audio-to-Image Cross-Modal Generation. | Maciej Zelaszczyk, Jacek Mandziuk |
| 2022 | PPSN | Surrogate-Assisted LSHADE Algorithm Utilizing Recursive Least Squares Filter. | Mateusz Zaborski, Jacek Mandziuk |
| 2021 | CEC | Polar Bear Optimization For Industrial Computed Tomography With Incomplete Data. | Mariusz Pleszczynski, Adam Zielonka, Dawid Polap, Marcin Wozniak, Jacek Mandziuk |
| 2021 | CEC | Meta-heuristic Algorithm As Feature Selector For Convolutional Neural Networks. | Dawid Polap, Marcin Wozniak, Jacek Mandziuk |
| 2021 | ICONIP | Prediction of the Facial Growth Direction is Challenging. | Stanislaw Kazmierczak, Zofia Juszka, Vaska Vandevska-Radunovic, Thomas J. J. Maal, Piotr Fudalej, Jacek Mandziuk |
| 2021 | ICONIP | Towards Human-Level Performance in Solving Double Dummy Bridge Problem. | Szymon Kowalik, Jacek Mandziuk |
| 2021 | ICONIP | Adversarial Defenses via a Mixture of Generators. | Maciej Zelaszczyk, Jacek Mandziuk |
| 2021 | ICONIP | Learning Attacker's Bounded Rationality Model in Security Games. | Adam Zychowski, Jacek Mandziuk |
| 2020 | AAAI | Double-Oracle Sampling Method for Stackelberg Equilibrium Approximation in General-Sum Extensive-Form Games. | Jan Karwowski, Jacek Mandziuk |
| 2020 | PPSN | Biologically Plausible Learning of Text Representation with Spiking Neural Networks. | Marcin Bialas, Marcin Michal Mironczuk, Jacek Mandziuk |
| 2020 | PPSN | A Committee of Convolutional Neural Networks for Image Classification in the Concurrent Presence of Feature and Label Noise. | Stanislaw Kazmierczak, Jacek Mandziuk |
| 2019 | AAAI | A Memetic Approach for Sequential Security Games on a Plane with Moving Targets. | Jan Karwowski, Jacek Mandziuk, Adam Zychowski, Filip Grajek, Bo An |
| 2019 | IJCNN | Who should bid higher, NS or WE, in a given Bridge dealƒ. | Jacek Mandziuk, Jakub Suchan |
| 2019 | IJCNN | Dimensionality Reduction in Multilabel Classification with Neural Networks. | Jacek Mandziuk, Adam Zychowski |
| 2019 | IJCNN | DeepIQ: A Human-Inspired AI System for Solving IQ Test Problems. | Jacek Mandziuk, Adam Zychowski |
| 2018 | ICONIP | Solving the Double Dummy Bridge Problem with Shallow Autoencoders. | Jacek Mandziuk, Jakub Suchan |
| 2017 | ICAISC | The Impact of the Number of Averaged Attacker's Strategies on the Results Quality in Mixed-UCT. | Jan Karwowski, Jacek Mandziuk |
| 2017 | ICAISC | Swarm Intelligence in Solving Stochastic Capacitated Vehicle Routing Problem. | Jacek Mandziuk, Maciej Swiechowski |
| 2017 | IJCNN | A TCART-M - Tuned CARTesian-based error function for multilabel classification with the MLP. | Jacek Mandziuk, Adam Zychowski, Lipo Wang |
| 2016 | CEC | Neuro-evolutionary system for FOREX trading. | Jacek Mandziuk, Piotr Rajkiewicz |
| 2016 | ECAI | Mixed Strategy Extraction from UCT Tree in Security Games. | Jan Karwowski, Jacek Mandziuk |
| 2015 | ICAISC | A New Approach to Security Games. | Jan Karwowski, Jacek Mandziuk |
| 2015 | ICAISC | UCT-Based Approach to Capacitated Vehicle Routing Problem. | Jacek Mandziuk, Cezary Nejman |
| 2013 | CEC | Chopin or not? A memetic approach to music composition. | Jacek Mandziuk, Marcin Goss, Aleksandra Wozniczko |
| 2013 | ICAISC | Application of Particle Swarm Optimization Algorithm to Dynamic Vehicle Routing Problem. | Michal Okulewicz, Jacek Mandziuk |
| 2012 | ICAISC | Statistically-Induced Kernel Function for Support Vector Machine Classifier. | Cezary Dendek, Jacek Mandziuk |
| 2012 | ICAISC | Bandwidth Selection in Kernel Density Estimators for Multiple-Resolution Classification. | Mateusz Kobos, Jacek Mandziuk |
| 2012 | ICONIP | Human-Like Intuitive Playing in Board Games. | Jacek Mandziuk |
| 2012 | SOFSEM | Generic Heuristic Approach to General Game Playing. | Jacek Mandziuk, Maciej Swiechowski |
| 2010 | ICAISC | CI in General Game Playing - To Date Achievements and Perspectives. | Karol Waledzik, Jacek Mandziuk |
| 2010 | ICANN | Classification Based on Multiple-Resolution Data View. | Mateusz Kobos, Jacek Mandziuk |
| 2010 | PPSN | The | Karol Waledzik, Jacek Mandziuk |
| 2009 | ICANN | Probability-Based Distance Function for Distance-Based Classifiers. | Cezary Dendek, Jacek Mandziuk |
| 2009 | ICANN | Classification Based on Combination of Kernel Density Estimators. | Mateusz Kobos, Jacek Mandziuk |
| 2009 | ICONIP | "Dead" Chromosomes and Their Elimination in the Neuro-Genetic Stock Index Prediction System. | Jacek Mandziuk, Marcin Jaruszewicz |
| 2008 | HIS | A Neural Network Classifier of Chess Moves. | Cezary Dendek, Jacek Mandziuk |
| 2008 | ICANN | Improving Performance of a Binary Classifier by Training Set Selection. | Cezary Dendek, Jacek Mandziuk |
| 2008 | IJCNN | Some thoughts on using Computational Intelligence methods in classical mind board games. | Jacek Mandziuk |
| 2008 | PPSN | Improved Multilabel Classification with Neural Networks. | Rafal Grodzicki, Jacek Mandziuk, Lipo Wang |
| 2007 | CIBCB | Evolutionary-Progressive Method for Multiple Sequence Alignment. | Pawel Kupis, Jacek Mandziuk |
| 2007 | CIDM | Example-based Estimation of Hand's Strength in the Game of Bridge with or without Using Explicit Human Knowledge. | Jacek Mandziuk, Krzysztof Mossakowski |
| 2007 | IJCNN | Neuro-evolutionary approach to stock market prediction. | Jacek Mandziuk, Marcin Jaruszewicz |
| 2006 | ICAISC | Neural Networks and the Estimation of Hands' Strength in Contract Bridge. | Krzysztof Mossakowski, Jacek Mandziuk |
| 2006 | ICANN | Including Metric Space Topology in Neural Networks Training by Ordering Patterns. | Cezary Dendek, Jacek Mandziuk |
| 2005 | ICANN | Evolution of Heuristics for Give-Away Checkers. | Magdalena Kusiak, Karol Waledzik, Jacek Mandziuk |
| 2004 | ICAISC | One Day Prediction of NIKKEI Index Considering Information from Other Stock Markets. | Marcin Jaruszewicz, Jacek Mandziuk |
| 2004 | ICAISC | Temporal Difference Approach to Playing Give-Away Checkers. | Jacek Mandziuk, Daniel Osman |
| 2004 | ICAISC | Artificial Neural Networks for Solving Double Dummy Bridge Problems. | Krzysztof Mossakowski, Jacek Mandziuk |
| 2004 | ICONIP | Comparison of TDLeaf(lambda) and TD(lambda) Learning in Game Playing Domain. | Daniel Osman, Jacek Mandziuk |
| 2002 | ECAI | Chaotic Time Series Prediction with Neural Networks - Comparison of Several Architectures. | Rafal Mikolajczak, Jacek Mandziuk |
| 1999 | IJCNN | Incremental class learning-an approach to longlife and scalable learning. | Jacek Mandziuk, Lokendra Shastri |
| 1998 | ICONIP | Incremental Class Learning Approach and its Application to Handwritten Digit Recognition. | Jacek Mandziuk, Lokendra Shastri |