Doctoral Theses: Recent submissions
Now showing items 139-141 of 23243
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A Unified Theory of Representation Learning: How Hidden Relationships Power Algorithms that can Learn without Labels
(Massachusetts Institute of Technology, 2025-05)How does the human mind make sense of raw information without being taught how to see or hear? This thesis presents a unifying theory that describes how algorithms can learn and discover structure in complex systems, like ... -
Score Estimation for Generative Modeling
(Massachusetts Institute of Technology, 2025-05)Recent advances in score-based (diffusion) generative models have achieved state-of-the-art sample quality across standard benchmarks. Building on the remarkable property of these models in estimating scores, this thesis ... -
Superconducting Nanowire Integrated Circuits for Scalable Cryogenic Memory
(Massachusetts Institute of Technology, 2025-05)Superconducting nanowire integrated circuits (SNICs) are a promising class of cryogenic electronics that harness the zero resistance, high kinetic inductance, and nanoscale geometry of ultrathin superconducting wires to ...
