Kundu A, Bedełek P, Ostaszewski M, Danaci O, Patel YJ, Dunjko V, Miszczak J.  2024.  Enhancing quantum variational state diagonalization using reinforcement learning techniques. New Journal of Physics. 26

Kessler S, Ostaszewski M, Bortkiewicz M, Żarski M, Wołczyk M, Parker-Holder J, Roberts S, Miłoś P.  2023.  The Effectiveness of World Models for Continual Reinforcement Learning. Conference on Lifelong Learning Agents.

Ostaszewski M, Trenkwalder LM, Masarczyk W, Scerri E, Dunjko V.  2021.  Reinforcement learning for optimization of variational quantum circuit architectures. NeurIPS.

Ostaszewski M, Grant E, Benedetti M.  2021.  Structure optimization for parameterized quantum circuits. Quantum. 5

Masarczyk W, Głomb P, Grabowski B, Ostaszewski M.  2020.  Effective Training of Deep Convolutional Neural Networks for Hyperspectral Image Classification through Artificial Labeling. Remote Sensing. 12(16)

Ostaszewski M, Miszczak J, Sadowski P.  2020.  Geometrical versus time-series representation of data in quantum control learning. Journal of Physics A: Mathematical and Theoretical. 53(19)

Ostaszewski M, Miszczak J, Sadowski P, Banchi L..  2019.  Approximation of quantum control correction scheme using deep neural networks. Quantum Information Processing. 18

Grant E, Wossnig L, Ostaszewski M, Benedetti M.  2019.  An initialization strategy for addressing barren plateaus in parametrized quantum circuits. Quantum. 3

Glos A, Miszczak J, Ostaszewski M.  2019.  QSWalk. jl: Julia package for quantum stochastic walks analysis. Computer Physics Communications. 235

Grabowski B, Głomb P, Romaszewski M, Ostaszewski M.  2019.  Unsupervised deep learning approach to hyperspectral anomaly detection. PP-RAI'2019.

Glos A, Miszczak J, Ostaszewski M.  2018.  Limiting properties of stochastic quantum walks on directed graphs. Journal of Physics A: Mathematical and Theoretical. 51(3)

Domino K, Glos A, Ostaszewski M, Pawela Ł, Sadowski P.  2018.  Properties of quantum stochastic walks from the asymptotic scaling exponent. Quantum Information and Computation. 18(3&4)

Domino K, Glos A, Ostaszewski M.  2017.  Superdiffusive quantum stochastic walk definable on arbitrary directed graph. Quantum Information & Computation. 17(11&12)

Sadowski P, Miszczak J, Ostaszewski M.  2016.  Lively quantum walks on cycles. J. Phys. A: Math. Theor.. 49:375302.

Ostaszewski M, Sadowski P, Gawron P.  2015.  Quantum image classification using principal component analysis. Theoretical and Applied Informatics. 27(1)