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About
I obtained a B.Eng. in Automation and Robotics from Wrocław University of Science and Technology (WUST) in 2024, where I completed my thesis on Reinforcement Learning for Autonomous Drones. Building on this foundation, I am currently pursuing a Master's degree in Computer Science with a specialization in Machine Learning at Warsaw University of Technology (WUT).My research is driven by a passion for science and engineering, focusing on developing interpretable models with large learning capacities. I am particularly interested in the science of cognition, Implicit Neural Representations and World Models.
Currently, I am part of the Center for Credible AI, where I work on XAI and Model Science projects, and the Systems Research Institute of the Polish Academy of Sciences, contributing to the DRAGONS project.
Achievements
Conference Papers
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Yin, H., Plocharski, A., Włodarczyk, M.J., and Musialski, P., "A Finite Difference Approximation of Second Order Regularization of Neural-SDFs", SIGGRAPH Asia Technical Communications, 2025.
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Yin, H., Plocharski, A., Włodarczyk, M.J., Kida, M., and Musialski, P., "FlatCAD: Fast Curvature Regularization of Neural SDFs for CAD Models", Pacific Graphics, 2025.
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Gruszczynski, G., Meixner, J.J., Włodarczyk, M.J., and Musialski, P., "Beyond Blur: A Fluid Perspective on Generative Diffusion Models", International Conference on Computer Vision (ICCV), 2025.
Conference Presentation
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Włodarczyk, M.J. and Musialski, P., "Photorealistic Reconstruction with Differentiable Rendering", Presentation at the Data Science Summit — Machine Learning Edition, June 13, 2024.
Experience
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Center for Credible AI
Research Software EngineerOctober 2025 – Currently
Warsaw, Poland
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Systems Research Institute Polish Academy of Sciences
Software EngineerOctober 2025 – Currently
Warsaw, Poland
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MI².AI
Contract DeveloperApril 2025 – June 2025
Warsaw, Poland
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IDEAS NCBR
Research Intern in Computer Graphics GroupOctober 2023 – February 2025
Warsaw, Poland