Herbert Wertheim College of Engineering
Winger-Bearskin Lab
Led by Amelia Winger-Bearskin · Computer and Information Science and Engineering(unverified)
What we study
Recent student projects in this lab have studied AI security in education, creating adversarial attacks on vision-language models used for school tests and measuring how tiny image changes affect models of different sizes.
What working here is like
- Computational
- No organisms (data only)
- Coding required
- Project
- 1
Current projects
Applications of Adversarial Attacks on Vision-Language Models in Education
The lab studies how vision-language AI systems used for school tests can be tricked by tiny changes to question images. The student will create and test PGD attacks on models of different sizes (2B, 7B, 72B) and compare how well the tricks work across model families.
From the Spring 2025 UF Undergraduate Research Symposium · abstract book, p. 538
Summaries are written by AI in plain language from public symposium abstracts and may be imperfect.
How to reach out
Amelia Winger-Bearskin hasn't set up this page yet. You can also look them up in the UF directory (search “Amelia Winger-Bearskin”).