Mohammad AminRoshani

Graduate Research Assistant in the Trustworthy AI Lab, Wayne State University

Generative AI, agentic workflows, and LLM safety in clinical settings.

Portrait of Mohammad Amin Roshani

About

Generative and agentic AI for clinical and biomedical work.

I am a Computer Science PhD student at Wayne State University in the Trustworthy AI Lab with Dr. Dongxiao Zhu. I build language models and agentic systems for clinical and biomedical use. Recent projects include conversational COVID-19 risk assessment, membership inference and LLM privacy, SDOH extraction from MIMIC, and a School of Nursing collaboration on a health-tracking app for older adults.

Education PhD and MS in Computer Science at Wayne State University; BS in Computer Science from the University of Tehran.

Teaching Graduate teaching and instructor roles across programming, web technology, senior capstone, and trustworthy AI.

News

Recent news

All posts

Research

Generative AI, LLM safety, and health informatics.

Generative AITrustworthy AIAgentic workflowsLLM safety and privacyConversational AIHealth informatics

Selected Work

Selected projects

Published at ECAI 2025

Automatic Calibration for Membership Inference Attacks

Calibration methods for membership inference attacks on large language models.

Published research and ongoing extension

COVID-19 conversational risk assessment

Generative LLM app for patient and clinician COVID-19 severity risk assessment.

In progress

Elderly health tracking app

Health app for older adults with mobility tracking and clinician messaging.

Publications

Recent papers

Google Scholar
2025

ECAI 2025 · Published

Automatic Calibration for Membership Inference Attack on Large Language Models

2025

JMIR AI · Published

Generative Large Language Model-Powered Conversational AI App for Personalized Risk Assessment: Case Study in COVID-19

2024

CoRR abs/2402.13459 · Preprint / under review in CV

Learning to Poison Large Language Models for Downstream Manipulation

Activities

Talks, awards, and teaching

Industry Day on AI

Poster presentation

Industry Day on AI

Presenter

Outstanding Graduate Teaching Assistant Award

Award

Outstanding Graduate Teaching Assistant Award

Award recipient

Senior Capstone Project Presentations

Teaching

Senior Capstone Project Presentations

Graduate Teaching Assistant