MIRAGE: The Illusion of Visual Understanding. - Mohammad Asadi; Jack W. O'Sullivan; Fang Cao; Tahoura Nedaee; Kamyar Rajabalifardi; Fei-Fei Li 001; Ehsan Adeli-Mosabbeb; Euan Ashley (CoRR, 2026)

Deterministic Hallucination Detection in Medical VQA via Confidence-Evidence Bayesian Gain. - Mohammad Asadi; Tahoura Nedaee; Jack W. O'Sullivan; Euan Ashley; Ehsan Adeli-Mosabbeb (CoRR, 2026)

MARCUS: An agentic, multimodal vision-language model for cardiac diagnosis and management. - Jack W. O'Sullivan; Mohammad Asadi; Lennart Elbe; Akshay Chaudhari; Tahoura Nedaee; Francois Haddad; Michael Salerno; Li Fei-Fei 001; Ehsan Adeli-Mosabbeb; Rima Arnaout; Euan A. Ashley (CoRR, 2026)