Graduate Theses: Recent submissions
Now showing items 511-513 of 36544
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Incentivizing Data Contributions in Decentralized Collaborative Learning
(Massachusetts Institute of Technology, 2025-05)In a collaborative learning scheme such as the federated learning model, each user benefits from the data contribution of others. Previous work shows that the federated learning protocol can incentivize users to contribute ... -
DisViz: Visualizing real-world distributed system logs with space time diagrams
(Massachusetts Institute of Technology, 2025-05)This thesis aims to provide an intuitive debugging and learning tool for distributed systems that communicate by message passing. Understanding and debugging distributed systems can be challenging and slow to iterate on, ... -
Casting Protein Structure Predictors as Energy-Based Models for Binder Design and Scoring
(Massachusetts Institute of Technology, 2025-05)Protein binder design has been transformed by hallucination-based methods that optimize structure prediction confidence metrics, such as the interface predicted TM-score (ipTM), via backpropagation. However, these metrics ...


