Doctoral Theses: Recent submissions
Now showing items 43-45 of 23243
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Optimization in Deep Learning: Structured, Realistic and Interpretable Learning for Decision-Making
(Massachusetts Institute of Technology, 2025-09)In recent years, deep learning has emerged as a powerful tool for data-driven decisionmaking. However, its adoption in high-stakes applications is often constrained by challenges related to interpretability, fairness, and ... -
Reverberation Mapping of Supermassive Black Holes using Machine Learning
(Massachusetts Institute of Technology, 2025-09)Accreting supermassive black holes at the centers of galaxies, known as active galactic nuclei (AGN), offer a unique window into the physics of accretion and feedback that shape galactic evolution. Yet, the small spatial ... -
Learning Nonlinear Dynamics: Methods and Applications
(Massachusetts Institute of Technology, 2025-09)Accurate modeling of dynamical systems through differential equations is essential for scientific prediction and prescriptive control. Traditional model development, which relies on expert knowledge, parameter fitting and ...
