PhD Dissertation Proposal Defense

This thesis explores new spatial shifting techniques to reduce carbon emissions while maintaining performance.

This dissertation addresses emerging challenges and proposes innovative approaches to adapt A/B testing methodologies to modern constraints while maintaining...

This thesis develops and analyzes algorithms for several key problems related to eigenvalue and eigenvector estimation...

In this thesis, we identify and rectify some remaining limitations of such cryptographic constructions and their proofs of security.

In the first part of this thesis, we formulate a general-purpose information-theoretic criterion that allows further improving SSL representations.

We focus on three fundamental processes: quantum teleportation with noisy memories, error correction in quantum storage, and distributed blind quantum computing

This thesis addresses challenges with robust algorithms tackling different aspects of uncertainty, including RL, resource allocation, explainability and LLMs.

This thesis advances fine-grained recognition under limited supervision  through several complementary approaches.

This dissertation shows that two distinct fields - differential privacy and computational ecology - can be addressed through a unified methodological framework.

This thesis seeks to understand the extent of health inequity captured in EHR data and investigate how ML models can be redesigned to ensure they maintain...

This dissertation presents a new foundation for flexible and secure replication of blackbox stateful services.

This thesis contributes novel methods for differentially private statistical learning, with a focus on improving the usability of private inference...