Souza Research
I am an applied mathematician interested in solving challenges in modeling complex data. My research is in generative AI, scientific computing, Bayesian methods, geophysics, and engineering.
Latest Preprints
(2025).
NORi: An ML-Augmented Ocean Boundary Layer Parameterization.
arXiv preprint arXiv:2512.04452.
(2025).
Reduced-Order Modeling of Cyclo-Stationary Time Series Using Score-Based Generative Methods.
arXiv preprint arXiv:2508.19448.
(2025).
Score-based generative emulation of impact-relevant Earth system model outputs.
arXiv preprint arXiv:2510.04358.
(2025).
Statistical Parameter Calibration with the Generalized Fluctuation Dissipation Theorem and Generative Modeling.
arXiv preprint arXiv:2509.19660.
(2025).
Surface to Seafloor: A Generative AI Framework for Decoding the Ocean Interior State.
arXiv preprint arXiv:2504.15308.
