Research & Publications

Final report detailing our flowlet-based fingerprinting pipeline for spotting ChatGPT, Gemini, and Claude queries on encrypted eduroam routers without decrypting payloads. We captured over 2.8M packets, engineered statistical features, and trained Random Forest, XGBoost, and SVM models that reached 85%–97% accuracy with high precision so administrators can confidently tie browser timestamps to network identities.

Reports on a wearable sensing pipeline I built with fellow UVA Students to encourage better brushing habits. Using integrated smartwatch accelerometer data, sequential feature selection, and a J48 decision tree ported to cascading if-else logic on an Asus ZenWatch, the system identifies brushing intervals with 97% accuracy and triggers positive reinforcement plus reminders.

Research done through the George Mason University Aspiring Scientists Summer Internship Program (ASSIP) in the summer of 2023. I worked in the Developer Experience Research Lab during the advent of public LLMs, researching how they could be integrated into software that took videos of web app behavior and proposed debugging hypotheses.

My 2024 case study outlines UVA's Race to Zero Waste strategy, focused on zero-waste Green Games that expanded composting and volunteer engagement. Over 66,000 lbs of waste were diverted through the dedication of hardworking staff, volunteers from student organizations, and local residents.

My article highlights the UVA Student Garden, which is a community garden dedicated towards fighting food insecurity through sustainable practices like rainwater collection and composting, as well as the community space that it creates.

UVA hosted 10 Green Games in the 2023–24 athletic season with community volunteers diverting over 66,000 lbs of waste. The initiative earned GFL’s $6,000 award and a Virginia Green Travel Star Award for Most Innovative Project.

Co-authored with Aliza Diop, this article detailes how the Paris 2024 Olympics demonstrated a larger trend towards sustainability in collegiate and professional sports.