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Human-centered artificial intelligence framework for overdose mortality surveillance

American Journal of Public Health, 2026

Karli Hochstatter, Smaranda Muresan, Raavi Gupta, Talia Nadel, Anubhav Jangra, Yuxin Li, Cecilia Yang, Nicole D'Anna, Hannah Johnson, Jan Gryczynski, Nabila El-Bassel, Jason Graham

A human-centered AI framework for overdose mortality surveillance using Medicolegal Death Investigation reports.

Overdose mortality surveillance pipeline

Consistency Is the Key: Detecting Hallucinations in LLM Generated Text By Checking Inconsistencies About Key Facts

Findings of IJCNLP-AACL, Mumbai, India, 2025

Raavi Gupta, Pranav Hari Panicker, Sumit Bhatia, Ganesh Ramakrishnan

CONFACTCHECK detects hallucinations in LLM outputs by checking consistency of responses to factual probes, with no external knowledge base required.

CONFACTCHECK pipeline

An algorithmic recipe to construct Lyapunov functions for continuous vector fields

Australian & New Zealand Control Conference (ANZCC), Gold Coast, Australia, 2024

S. Chattopadhyay, Raavi Gupta, P. Paruchuri, Debasish Chatterjee

A computationally feasible approach to construct Lyapunov functions for equilibria of nonlinear continuous vector fields, requiring no special algebraic structure.

Lyapunov function surface