Graduate Theses
Theses by Department
- Comparative Media Studies
- Computation for Design and Optimization
- Computational and Systems Biology
- Department of Aeronautics and Astronautics
- Department of Architecture
- Department of Biological Engineering
- Department of Biology
- Department of Brain and Cognitive Sciences
- Department of Chemical Engineering
- Department of Chemistry
- Department of Civil and Environmental Engineering
- Department of Earth, Atmospheric, and Planetary Sciences
- Department of Economics
- Department of Electrical Engineering and Computer Sciences
- Department of Humanities
- Department of Linguistics and Philosophy
- Department of Materials Science and Engineering
- Department of Mathematics
- Department of Mechanical Engineering
- Department of Nuclear Science and Engineering
- Department of Ocean Engineering
- Department of Physics
- Department of Political Science
- Department of Urban Studies and Planning
- Engineering Systems Division
- Harvard-MIT Program of Health Sciences and Technology
- Institute for Data, Systems, and Society
- Media Arts & Sciences
- Operations Research Center
- Program in Real Estate Development
- Program in Writing and Humanistic Studies
- Science Writing
- Sloan School of Management
- Supply Chain Management
- System Design & Management
- Technology and Policy Program
Recent Submissions
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Continual Learning for Engineering: Benchmarking and Exploring Strategies for 3D Engineering Problems
(Massachusetts Institute of Technology, 2025-05)Engineering applications of machine learning often involve high-dimensional, computationally intensive simulations paired with limited and evolving datasets. As new designs and constraints emerge, models must adapt to ... -
High-Order and Wavelet-Adaptive Immersed Methods for PDEs on Complex Domain Geometries
(Massachusetts Institute of Technology, 2025-05)The development of immersed methods brings a promising solution to the numerical simulation of interface-coupled multi-physics problems, such as multi-phase flows and fluidstructure interactions. This renders necessitates ... -
Constrained and High-dimensional Bayesian Optimization with Transformers
(Massachusetts Institute of Technology, 2025-05)This thesis advances Bayesian Optimization (BO) methodology through two novel algorithms that address critical limitations in handling constraints and high-dimensional spaces. First, we introduce a constraint-handling ...