research

Multimodal Intelligence

I am interested in how models reason across visual and linguistic evidence, with a focus on vision-language models and multimodal large language models.

Multimodal LLMs · Vision-Language Models · Reasoning

Trustworthy AI

I study how modern AI systems can communicate uncertainty and remain reliable under distribution shifts and challenging evaluation settings.

Uncertainty Estimation · Calibration · Robustness · Reliability

AI for Healthcare

I am interested in developing and carefully evaluating multimodal AI systems for medical applications, where calibration, transparency, and responsible use are especially important.

Medical AI · Multimodal Learning · Evaluation

Research projects, publications, and collaborators will be added here as the work develops.