معرفی
Katsiaryna Haitsiukevich is a Visitor (Faculty) and Doctoral Researcher in the Department of Computer Science at Aalto University. Her research focuses on deep learning applications in science and engineering, particularly at the intersection of partial differential equations and neural networks. She holds a doctoral degree (Tekn. toht., tietotekniikka) awarded in May 2025.
Her work includes advancing physics-informed deep learning frameworks, improving neural network training through ensemble methods, and leveraging large language models for symbolic regression. Key contributions span dynamical systems analysis, parameter space exploration, and Hamiltonian trajectory learning.
Since 2021, she has published six peer-reviewed articles in top conferences like ICANN, IJCNN, and ACL. Notable collaborations include projects with researchers like Prof. P. Marttinen and Prof. A. Ilin. Her research emphasizes practical applications in computational physics, mathematical modeling, and engineering systems.