3 papers
cs.AI2026
MERCI Cards: An LLM Evaluation and Deployment Framework for High-Stakes Domains
Aparna Komarla, Annalisa Szymanski
As LLMs are increasingly deployed in high-stakes professional workflows, engineers and researchers require principled protocols to systematically track, monitor, and improve model…
cs.HC2026
Can LLMs Synthesize Court-Ready Statistical Evidence? Evaluating AI-Assisted Sentencing Bias Analysis for California Racial Justice Act Claims
Aparna Komarla
Resentencing in California remains a complex legal challenge despite legislative reforms like the Racial Justice Act (2020), which allows defendants to challenge convictions based…
math.DS2025
Dynamical Systems Models for Market Evolution: A Mechanistic Alternative to Autoregressive Methods
Aparna Komarla, Max Hill
We present a novel approach to modeling market dynamics using ordinary differential equations that explicitly incorporates product competitiveness and consumer behavior. Our framew…