2 papers
cs.CV2026
Visual concept ranking uncovers medical shortcuts used by large multimodal models
Joseph D. Janizek, Sonnet Xu, Junayd Lateef +1
Ensuring the reliability of machine learning models in safety-critical domains such as healthcare requires auditing methods that can uncover model shortcomings. We introduce a meth…
cs.CV2025
BiasICL: In-Context Learning and Demographic Biases of Vision Language Models
Sonnet Xu, Joseph Janizek, Yixing Jiang +1
Vision language models (VLMs) show promise in medical diagnosis, but their performance across demographic subgroups when using in-context learning (ICL) remains poorly understood.…