Research

Transitivity of LLM Preferences, Senior Thesis

[Ongoing] Quantifying the extent of transitivity in LLM preference mappings, and developing a more robust oracle to use for fair metric learning

Under Prof. Ariel Procaccia, Prof. Flavio Calmon, and Prof. Cynthia Dwork

Fake It Till You Make It

Researching the effects of under- and over-confidence in early education on later life outcomes across gender lines

Under Prof. Claudia Goldin & Prof. Larry Katz

Fairer Null Models for Gerrymandering

Engineered a new library to generate fairer null models for gerrymandering graph algorithms, using almost-triangular, almost-planar graphs

Under Prof. Ariel Procaccia

UberStable: Improving Driver Equity in the Ride-Sharing Matching Algorithm

Studied how to improve driver equity within ride-sharing apps, by simulating and finding improvements for commonly-used stable matching algorithms

Under Prof. David Parkes

Markov Models for Recidivism Rates

Create ML-based prediction model for recidivism using mental health characteristics

Under Dusty Grundmeier