Herbert Wertheim College of Engineering
Bindschaedler Lab
Led by Vincent Bindschaedler · Computer and Information Science and Engineering
What we study
The Bindschaedler Lab studies information security, focusing on protecting data privacy and developing defenses against threats like stalkerware. They use methods like adversarial machine learning and applied cryptography.
What working here is like
- Computational
- No organisms (data only)
- Coding required
- Project
- 1
- Papers
- 4
Current projects
Project Leveraging Multi-Sample Data Augmentation for Stronger Membership Inference Attacks
The lab explores whether using multi‑sample data augmentation (MSDA) can make membership inference attacks more effective. Students will generate multiple perturbed versions of a query to observe a distribution of model responses instead of a single confidence score.
From the Spring 2025 UF Undergraduate Research Symposium · abstract book, p. 514
Summaries are written by AI in plain language from public symposium abstracts and may be imperfect.
Recent papers, explained
- Privacy accounting εconomics: Improving differential privacy composition via a posteriori bounds
2022 · Proceedings on Privacy Enhancing Technologies
Improves privacy protection in data publishing with new methods.
- Digital Watermarking for Detecting Malicious Intellectual Property Cores in NoC Architectures
2022 · IEEE Transactions on Very Large Scale Integration (VLSI) Systems
Uses digital watermarks to detect hidden threats in chip designs.
Show 2 more papersShow fewer
- PermPress: Machine Learning-Based Pipeline to Evaluate Permissions in App Privacy Policies
2022 · IEEE Access
Tests whether mobile apps accurately disclose sensitive data access in privacy policies using machine learning.
- Analyzing the Monetization Ecosystem of Stalkerware
2022 · Proceedings on Privacy Enhancing Technologies
Analyzes how stalkerware creators monetize their malware.
Plain-language summaries are AI-written and reviewed by us; check the paper for details.
How to reach out
Vincent Bindschaedler hasn't set up this page yet. Their UF Scholars profile lists their publications.