Deep learning-based estimation of time-dependent parameters in Markov models with application to nonlinear regression and SDEs. - Kaluza, Andrzej; Morkisz, Pawel M.; Mulewicz, Bartlomiej; Przybylowicz, Pawel; Wiacek, Martyna (Appl. Math. Comput., 2024)

Efficient GPU implementation of randomized SVD and its applications. - Struski, Lukasz; Morkisz, Pawel M.; Spurek, Przemyslaw; Bernabeu, Samuel Rodriguez; Trzcinski, Tomasz (Expert Syst. Appl., 2024)

Relative molecule self-attention transformer. - Maziarka, Lukasz; Majchrowski, Dawid; Danel, Tomasz; Gainski, Piotr; Tabor, Jacek; Podolak, Igor T.; Morkisz, Pawel M.; Jastrzebski, Stanislaw (J. Cheminformatics, 2024)

On the randomized Euler algorithm under inexact information. - Baranek, Marcin; Kaluza, Andrzej; Morkisz, Pawel M.; Przybylowicz, Pawel; Sobieraj, Michal (CoRR, 2023)

Deep learning-based estimation of time-dependent parameters in Markov models with application to nonlinear regression and SDEs. - Kaluza, Andrzej; Morkisz, Pawel M.; Mulewicz, Bartlomiej; Przybylowicz, Pawel; Wiacek, Martyna (CoRR, 2023)

On Mathematical Aspects of Evolution of Dislocation Density in Metallic Materials. - Czyzewska, Natalia; Kusiak, Jan; Morkisz, Pawel M.; Oprocha, Piotr; Pietrzyk, Maciej; Przybylowicz, Pawel; Rauch, Lukasz; Szeliga, Danuta (IEEE Access, 2022)

Approximation of solutions of DDEs under nonstandard assumptions via Euler scheme. - Czyzewska, Natalia; Morkisz, Pawel M.; Przybylowicz, Pawel (Numer. Algorithms, 2022)

Euler scheme for approximation of solution of nonlinear ODEs under inexact information. - Czyzewska, Natalia; Morkisz, Pawel M.; Przybylowicz, Pawel (CoRR, 2022)

Randomized Runge-Kutta method - Stability and convergence under inexact information. - Bochacik, Tomasz; Gocwin, Maciej; Morkisz, Pawel M.; Przybylowicz, Pawel (J. Complex., 2021)

Randomized derivative-free Milstein algorithm for efficient approximation of solutions of SDEs under noisy information. - Morkisz, Pawel M.; Przybylowicz, Pawel (J. Comput. Appl. Math., 2021)

Approximation of solutions of DDEs under nonstandard assumptions via Euler scheme. - Czyzewska, Natalia; Morkisz, Pawel M.; Przybylowicz, Pawel (CoRR, 2021)

Efficient GPU implementation of randomized SVD and its applications. - Struski, Lukasz; Morkisz, Pawel M.; Spurek, Przemyslaw; Bernabeu, Samuel Rodriguez; Trzcinski, Tomasz (CoRR, 2021)

Relative Molecule Self-Attention Transformer. - Maziarka, Lukasz; Majchrowski, Dawid; Danel, Tomasz; Gainski, Piotr; Tabor, Jacek; Podolak, Igor T.; Morkisz, Pawel M.; Jastrzebski, Stanislaw (CoRR, 2021)

Complexity of approximating Hölder classes from information with varying Gaussian noise. - Morkisz, Pawel M.; Plaskota, Leszek (J. Complex., 2020)

Randomized Runge-Kutta method - stability and convergence under inexact information. - Bochacik, Tomasz; Gocwin, Maciej; Morkisz, Pawel M.; Przybylowicz, Pawel (CoRR, 2020)

On mathematical aspects of evolution of dislocation density in metallic materials. - Czyzewska, Natalia; Kusiak, Jan; Morkisz, Pawel M.; Oprocha, Piotr; Pietrzyk, Maciej; Przybylowicz, Pawel; Rauch, Lukasz; Szeliga, Danuta (CoRR, 2020)

Optimal approximation of stochastic integrals in analytic noise model. - Kaluza, Andrzej; Morkisz, Pawel M.; Przybylowicz, Pawel (Appl. Math. Comput., 2019)

Benchmarking Deep Learning for Time Series: Challenges and Directions. - Huang, Xinyuan; Fox, Geoffrey C.; Serebryakov, Sergey; Mohan, Ankur; Morkisz, Pawel M.; Dutta, Debojyoti (2019)

Randomized derivative-free Milstein algorithm for efficient approximation of solutions of SDEs under noisy information. - Morkisz, Pawel M.; Przybylowicz, Pawel (CoRR, 2019)

Optimal pointwise approximation of SDE's from inexact information. - Morkisz, Pawel M.; Przybylowicz, Pawel (J. Comput. Appl. Math., 2017)

Approximation of piecewise Hölder functions from inexact information. - Morkisz, Pawel M.; Plaskota, Leszek (J. Complex., 2016)

On Aggregation of Stages in Multi-criteria Optimization of Chain Structured Processes. - Kusiak, Jan; Morkisz, Pawel M.; Oprocha, Piotr; Pietrucha, Wojciech; Sztangret, Lukasz (2016)

Intelligent Predictive Maintenance System. - Marzec, Mateusz; Morkisz, Pawel M.; Wojdyla, Jakub; Uhl, Tadeusz (2016)