Research on structured representations and neurosymbolic learning, including scientific applications.
My work covers learned discrete representations and neural guidance for program synthesis, with applications in vision and scientific machine learning. For citation counts, see my Google Scholar profile.
2026
Preprint
Structure over Pixels: Learning Variable-Length Visual Programs
Piotr Wyrwiński, Kacper Dobek, and Krzysztof Krawiec
@article{wyrwinski2026strop,title={Structure over Pixels: Learning Variable-Length Visual Programs},author={Wyrwiński, Piotr and Dobek, Kacper and Krawiec, Krzysztof},journal={arXiv preprint arXiv:2605.27696},year={2026},}
2025
Preprint
Learning Regional Weather Dynamics from Global Weather Foundation Models
Wiktor Kamzela, Jakub Kubiak, Adam Dobosz, and 5 more authors
@unpublished{wyrwinski2025regional,title={Learning Regional Weather Dynamics from Global Weather Foundation Models},author={Kamzela, Wiktor and Kubiak, Jakub and Dobosz, Adam and Kaczmarek, Anatol and Miczke, Jędrzej and Stefaniak, Wojciech and Wyrwiński, Piotr and Kotłowski, Wojciech},year={2025},note={Preprint}}
EurIPS AICC
Bridging Scales in Weather Forecasting: Learning High-Resolution Dynamics from Coarse Inputs
Wiktor Kamzela, Jakub Kubiak, Adam Dobosz, and 5 more authors
2025
Accepted at the AI for Climate and Conservation Workshop at EurIPS; selected for oral presentation
@unpublished{wyrwinski2025bridging,title={Bridging Scales in Weather Forecasting: Learning High-Resolution Dynamics from Coarse Inputs},author={Kamzela, Wiktor and Kubiak, Jakub and Dobosz, Adam and Kaczmarek, Anatol and Miczke, Jędrzej and Stefaniak, Wojciech and Wyrwiński, Piotr and Kotłowski, Wojciech},year={2025},note={Accepted at the AI for Climate and Conservation Workshop at EurIPS; selected for oral presentation},}
GECCO
Learning Semantics-aware Search Operators for Genetic Programming
Piotr Wyrwiński and Krzysztof Krawiec
In Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2025
@inproceedings{wyrwinski2025semantics,title={Learning Semantics-aware Search Operators for Genetic Programming},author={Wyrwiński, Piotr and Krawiec, Krzysztof},booktitle={Proceedings of the Genetic and Evolutionary Computation Conference Companion},pages={659--662},year={2025},publisher={Association for Computing Machinery},}
AAAI
Neuro-Guided Graph Search for Symbolic Regression (Student Abstract)
Piotr Wyrwiński and Krzysztof Krawiec
In Proceedings of the AAAI Conference on Artificial Intelligence, 2025
@inproceedings{wyrwinski2025nudge,title={Neuro-Guided Graph Search for Symbolic Regression (Student Abstract)},author={Wyrwiński, Piotr and Krawiec, Krzysztof},booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},volume={39},number={28},pages={29529--29531},year={2025},doi={10.1609/aaai.v39i28.35314},}
2024
GECCO
Guiding Genetic Programming with Graph Neural Networks
Piotr Wyrwiński and Krzysztof Krawiec
In Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2024
@inproceedings{wyrwinski2024guiding,title={Guiding Genetic Programming with Graph Neural Networks},author={Wyrwiński, Piotr and Krawiec, Krzysztof},booktitle={Proceedings of the Genetic and Evolutionary Computation Conference Companion},pages={551--554},year={2024},publisher={Association for Computing Machinery},doi={10.1145/3638530.3654277},}
2020
MCSS
Ensemble Malware Classification Using Neural Networks
Piotr Wyrwiński, Jakub Dutkiewicz, and Czesław Jędrzejek
In Multimedia Communications, Services and Security, 2020
@inproceedings{wyrwinski2020ensemble,title={Ensemble Malware Classification Using Neural Networks},author={Wyrwiński, Piotr and Dutkiewicz, Jakub and Jędrzejek, Czesław},booktitle={Multimedia Communications, Services and Security},series={Communications in Computer and Information Science},volume={1284},pages={125--138},year={2020},publisher={Springer},doi={10.1007/978-3-030-59000-0_10},}