Twinning complex networked systems: data-driven calibration of the mABCD synthetic graph generator
P Bródka, MJ Czuba, MK Stolarski, B Kamiński, Ł Kraiński, K Musiał, …
WAW 2026 1–17
Assistant
I am a Research and Teaching Assistant at the Department of Artificial Intelligence, WUST. My research lies at the intersection of complex networks, deep learning, and agent-based modelling. I am primarily interested in machine learning on graphs (with a particular focus on graph neural networks), data mining, and the modelling of spreading phenomena such as opinion dynamics and epidemic spreading in social systems.
I have recently defended my doctoral thesis in Computer Science, in which I investigated spreading processes and influence maximisation in multilayer networks. My interests have evolved from software engineering and robotics towards artificial intelligence and network science, with a broader interest in modelling complex social and dynamical systems.
Beyond academia, I am also involved in industrial R&D, which gives me experience in developing, deploying, and scaling AI methods in real-world applications.
Bechelor of Science (Control Engineering and Robotics)
WUST, Faculty of Mechanical Engineering
Master of Science (Individual Course of Study)
WUST, Faculty of Mechanical Engineering
Bechelor of Science (Computer Science)
WUST, Faculty of Information and Communication Technology
P Bródka, MJ Czuba, MK Stolarski, B Kamiński, Ł Kraiński, K Musiał, …
WAW 2026 1–17
MJ Czuba, P Bródka, Ł Kraiński, P Prałat, B Kamiński, F Théberge
Expert Systems with Applications 307, 1–21
MJ Czuba, P Bródka, M Jia, K Musiał
Journal of Complex Networks 13(6), 1–23
M Czuba, M Stolarski, A Piróg, P Bielak, P Bródka, M Stolarski
ECAI 2025
K Dykiert, MK Stolarski, MJ Czuba, W Cieżak, P Bródka
CCWI 2025 1–6
P Bródka, MJ Czuba, B Kamiński, Ł Kraiński, P Prałat, F Théberge
WAW 2025 172–188
MJ Czuba, P Bródka
Social Network Analysis and Mining 15, 1–25 · Cited by 4
MJ Czuba, P Bródka, MB Paradowski, N Whitby
Language Learning 74, 58–115 · Cited by 15
P Bródka, MJ Czuba, MB Paradowski, N Whitby
2024 7, 331–332
P Kawa, M Plata, MJ Czuba, P Szymański, P Syga
Interspeech 2023 4009–4013
MJ Czuba, P Bródka
2022 IEEE 9th International Conference on Data Science and Advanced Analytics, DSAA’2022, 13-16 October, Shenzhen, China 1–10 · Cited by 3