| 2025 | ICAISC | Efficiently Parallelized Associative Inference of Associative Graph Data Neural Networks. | Adam Szreter, Adrian Horzyk |
| 2025 | IJCNN | Improving electrocardiogram signal classification using the FlexPoints algorithm and convolutional long short-term memory networks. | Daniel Bulanda, Janusz A. Starzyk, Malgorzata Bulanda, Adrian Horzyk |
| 2024 | ECAI | Advancing ConvNet Architectures: A Novel XGB-based Pruning Algorithm for Transfer Learning Efficiency. | Igor Ratajczyk, Adrian Horzyk |
| 2024 | ICONIP | Enhancing Convnets with Pruning and Symmetry-Based Filter Augmentation. | Igor Ratajczyk, Adrian Horzyk |
| 2024 | ICONIP | Efficient Pruning and Compression Techniques for Convolutional Neural Networks to Preserve Knowledge and Optimize Performance. | Jakub Skrzyski, Adrian Horzyk |
| 2023 | ECAI | Motivated Agent with Semantic Memory. | Janusz A. Starzyk, Marcin Kowalik, Adrian Horzyk |
| 2023 | ICONIP | Explainable Sparse Associative Self-optimizing Neural Networks for Classification. | Adrian Horzyk, Jakub Kosno, Daniel Bulanda, Janusz A. Starzyk |
| 2023 | ICONIP | Structural Properties of Associative Knowledge Graphs. | Janusz A. Starzyk, Przemyslaw Stoklosa, Adrian Horzyk, Pawel Raif |
| 2022 | IJCNN | Automatic Optimization of Hyperparameters Using Associative Self-adapting Structures. | Szymon Czaplak, Adrian Horzyk |
| 2021 | ICONIP | Associative Graphs for Fine-Grained Text Sentiment Analysis. | Maciej Wjcik, Adrian Horzyk, Daniel Bulanda |
| 2020 | IJCNN | YOLOv3 Precision Improvement by the Weighted Centers of Confidence Selection. | Adrian Horzyk, Efe Ergn |
| 2019 | ICAISC | Associative Pattern Matching and Inference Using Associative Graph Data Structures. | Adrian Horzyk, Agata Czajkowska |
| 2019 | ICANN | Temporal Coding of Neural Stimuli. | Adrian Horzyk, Krzysztof Goldon, Janusz A. Starzyk |
| 2018 | HSI | Associative Graph Data Structures with an Efficient Access via AVB+trees. | Adrian Horzyk |
| 2018 | ICAISC | Supervised Neural Network Learning with an Environment Adapted Supervision Based on Motivation Learning Factors. | Maciej Janowski, Adrian Horzyk |
| 2018 | ICAISC | Motivated Reinforcement Learning Using Self-Developed Knowledge in Autonomous Cognitive Agent. | Piotr Papiez, Adrian Horzyk |
| 2018 | ICANN | Associative Graph Data Structures Used for Acceleration of K Nearest Neighbor Classifiers. | Adrian Horzyk, Krzysztof Goldon |
| 2018 | IJCNN | Multi-Class and Multi-Label Classification Using Associative Pulsing Neural Networks. | Adrian Horzyk, Janusz A. Starzyk |
| 2017 | IC3K | Deep Associative Semantic Neural Graphs for Knowledge Representation and Fast Data Exploration. | Adrian Horzyk |
| 2017 | IC3K | Associative Representation and Processing of Databases Using DASNG and AVB+trees for Efficient Data Access. | Adrian Horzyk |
| 2017 | ICAISC | Neurons Can Sort Data Efficiently. | Adrian Horzyk |
| 2015 | ICAISC | Innovative Types and Abilities of Neural Networks Based on Associative Mechanisms and a New Associative Model of Neurons. | Adrian Horzyk |
| 2013 | ICAISC | Associative Text Representation and Correction. | Adrian Horzyk, Marcin Gadamer |
| 2012 | ICAISC | Information Freedom and Associative Artificial Intelligence. | Adrian Horzyk |
| 2008 | HAIS | Self Optimizing Neural Networks SONN-3 for Classification Tasks. | Adrian Horzyk |
| 2008 | ICAISC | The Influence of Training Data Availability Time on Effectiveness of ANN Adaptation Process. | Ewa Dudek-Dyduch, Adrian Horzyk |
| 2008 | ICANN | Introduction to Constructive and Optimization Aspects of SONN-3. | Adrian Horzyk |
| 2005 | ICANN | A New Extension of Self-optimizing Neural Networks for Topology Optimization. | Adrian Horzyk |
| 2005 | ISDA | Unsupervised Clustering using Self-Optimizing Neural Networks. | Adrian Horzyk |
| 2005 | ISDA | Effectiveness of Artificial Neural Networks Adaptation According to Time Period of Training Data Acquisition. | Adrian Horzyk, Ewa Dudek-Dyduch |
| 2005 | IWINAC | Comparison of Plasticity of Self-optimizing Neural Networks and Natural Neural Networks. | Adrian Horzyk, Ryszard Tadeusiewicz |
| 2004 | ISNN | Self-Optimizing Neural Networks. | Adrian Horzyk, Ryszard Tadeusiewicz |