### Cecília Eduarda Coelho Machado da Cruz Martins

PhD Student

University of Minho

Bachelor's in Physics and Master's in Mathematics and Computation, from University of Minho. Currently pursuing a PhD in Mathematics at the University of Minho focused on enhancing the performance of real-world systems modelling (physics, biology, chemistry, finance and engineering) by exploring the symbiosis of differential equations and neural networks and the integration of expert-knowledge, in the form of explicit constraints, into neural networks.

Research Interests: Neural Networks; Scientific-Machine Learning; Neural Ordinary Differential Equations; Physics-Informed Neural Networks; Optimization for Machine Learning; Differential Equations; Real Systems Modelling, Time Series; Climate AI; Computer Vision

Publications

arXiv | 2023