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Graduate Theses: Recent submissions

Now showing items 259-261 of 36544

    • Probabilistic Inference for Inference Time Scaling of Language Models 

      Puri, Isha (Massachusetts Institute of Technology, 2025-05)
      Large language models (LLMs) have achieved significant performance gains via scaling up model sizes and/or data. However, recent evidence suggests diminishing returns from such approaches, motivating a pivot to scaling ...

    • Toward Systematic Integration of Inverter-Based Resources in Electricity Markets 

      Pierre, Jordina (Massachusetts Institute of Technology, 2025-05)
      This thesis introduces a multi-layer control architecture for inverter-based resources (IBRs), separating fast local feedback control from slower self-dispatch and system-level market coordination. Existing integration ...

    • Approximations to worst-case data dropping: unmasking failure modes 

      Huang, Jenny Yijian (Massachusetts Institute of Technology, 2025-05)
      A data analyst might worry about generalization if dropping a very small fraction of data points from a study could change its substantive conclusions. Checking this non-robustness directly poses a combinatorial optimization ...