Physics Informed Neural Networks with strong and weak residuals for advection-dominated diffusion problems. - Maciej Sikora; Patryk Krukowski; Anna Paszynska; Maciej Paszynski (CoRR, 2023)

HyperInterval: Hypernetwork approach to training weight interval regions in continual learning. - Patryk Krukowski; Anna Bielawska; Kamil Ksiazek; Pawel Wawrzynski; Pawel Batorski; Przemyslaw Spurek (CoRR, 2024)

Make Interval Bound Propagation great again. - Patryk Krukowski; Daniel Wilczak; Jacek Tabor; Anna Bielawska; Przemyslaw Spurek (CoRR, 2024)

Comparison of Physics Informed Neural Networks and Finite Element Method Solvers for advection-dominated diffusion problems. - Maciej Sikora; Patryk Krukowski; Anna Paszynska; Maciej Paszynski (J. Comput. Sci., 2024)

HINT: Hypernetwork approach to training weight interval regions in continual learning. - Patryk Krukowski; Anna Bielawska; Kamil Ksiazek; Pawel Wawrzynski; Pawel Batorski; Przemyslaw Spurek (Inf. Sci., 2025)

SHIELD: Secure Hypernetworks for Incremental Expansion Learning Defense. - Patryk Krukowski; Lukasz Gorczyca; Piotr Helm; Kamil Ksiazek; Przemyslaw Spurek (CoRR, 2025)