collaborators

5 papers

cs.CR2026

Signal-based Model Access Risk Analysis for AI System Operations Security

Maria Mahbub, Steven Young, Amir Sadovnik +4

Artificial intelligence (AI) systems are now ubiquitous across domains such as security, finance, healthcare, consumer technology, and large-scale cloud services, where they proces…

cs.CL2026

A Multi-Stage Validation Framework for Trustworthy Large-scale Clinical Information Extraction using Large Language Models

Maria Mahbub, Gregory M. Dams, Josh Arnold +9

Large language models (LLMs) show promise for extracting clinically meaningful information from unstructured health records, yet their translation into real-world settings is const…

cs.AI2025

ORCHID: Orchestrated Retrieval-Augmented Classification with Human-in-the-Loop Intelligent Decision-Making for High-Risk Property

Maria Mahbub, Vanessa Lama, Sanjay Das +6

High-Risk Property (HRP) classification is critical at U.S. Department of Energy (DOE) sites, where inventories include sensitive and often dual-use equipment. Compliance must trac…

cs.LG2025

HEMERA: A Human-Explainable Transformer Model for Estimating Lung Cancer Risk using GWAS Data

Maria Mahbub, Robert J. Klein, Myvizhi Esai Selvan +12

Lung cancer (LC) is the third most common cancer and the leading cause of cancer deaths in the US. Although smoking is the primary risk factor, the occurrence of LC in never-smoker…

cs.CR2025

Adaptive Anomaly Detection for Identifying Attacks in Cyber-Physical Systems: A Systematic Literature Review

Pablo Moriano, Steven C. Hespeler, Mingyan Li +1

Modern cyberattacks in cyber-physical systems (CPS) rapidly evolve and cannot be deterred effectively with most current methods which focused on characterizing past threats. Adapti…