PhD Dissertation Proposal Defense
Uncertainty-Aware Computer Vision in Resource-Constrained Environments
This thesis explores how to leverage uncertainty awareness to create more robust vision models for use
in constrained environments.
PhD Dissertation Proposal Defense: Weiqi Feng, Practical Encrypted Databases with Oblivious and Expressive Query Processing
Cloud computing and rapid data growth have driven many organizations to outsource large datasets to cloud databases in order to reduce management costs.
Ph.D. Dissertation Proposal Defense: Minhao Cui, Exploiting Pervasive Leakage EM Signals for Communication, Charging, and Sensing
Minhao Cui aims to leverage the pervasive ambient leakage signals, which are typically seen as detrimental, to enhance wireless communication performance.
PhD Dissertation Proposal Defense: Nathan Kwan-Ho Ng, Dynamic Resource Management For Edge Computing Platforms
This thesis proposes resource management techniques that mitigate performance degradation caused by such real-world dynamics to ensure robust performance.
PhD Dissertation Proposal Defense: Shib Dasgupta, Learning Set Theoretic Representation With Box Embeddings
In this thesis, Dasgupta proposes a matrix completion framework that incorporates set-theoretic dependencies, using box embeddings to represent entities...
PhD Dissertation Proposal Defense: Cooper Sigrist, Simultaneously Improving the Carbon-Efficiency, Energy Generation, and Equity of New Rooftop PV Installations with Evolutionary Learning
Through a series of counterfactual “what-if” analyses, we show that changing current adoption trends could increase CO2 reduction by 40%.
PhD Dissertation Proposal Defense: Arjun Karuvally, Beyond the Hopfield Memory Theory: Dynamic Energy Landscapes and Traveling Waves in RNNs
In this thesis, Karuvally proposes two frameworks—Dynamic Energy Theory and Wave Theory—to explain RNN memory dynamics.
PhD Dissertation Proposal: Allison Poh, A Multimodal Dashboard for Real-Time Teacher Support During Embodied Learning Activities
This thesis explores the design of a multimodal teacher dashboard that is not tied to a single activity or embodiment type.
PhD Dissertation Proposal Defense: Tanya Chowdhury, Interpreting Ranking Models: From Feature Attributions to Mechanistic Comprehension
PhD Dissertation Proposal Defense: Tanya Chowdhury
PhD Dissertation Proposal Defense: Bhawana Chhaglani, Privacy-Aware Ubiquitous Sensing Systems for Healthy Indoor Environments
In this thesis proposal, Chhaglani will present novel, privacy-preserving sensing systems designed to monitor ventilation rate and aerosol emissions.
PhD Dissertation Proposal Defense: Janice Yu Zhen Chen, Toward Resource-Efficient Decision-Making for Networked Systems
This dissertation focuses on developing resource-efficient decision-making policies to address key challenges in various networked systems.
PhD Dissertation Proposal Defense: Yixiao Song, Advancing AI Factuality via Comprehensive Evaluation
This thesis addresses the urgent need for more robust evaluation methodologies by developing scalable, accurate tools and benchmarks for factuality assessment.