News & Announcements

• AsiaCCS 2024 Paper
  (2024-07) — Check out our paper on ASR defenses against signal processing attacks. This work was recently presented at AsiaCCS 2024.

• CODASPY 2024 Paper
  (2024-06) — New CODASPY 2024 research paper about the security and systems challenges of implementing covert messaging with LLMs.

Assistant Professor at the University of Florida

Selected (Recent) Publications

• Self-Supervised Fine-Tuning of Automatic Speech Recognition Systems against Signal Processing Attacks [PDF (ACM DL)]
  In ACM Asia Conference on Computer and Communications Security (2024)
  Oshan Jayawardena, Dilmi Caldera, Sandani Jayawardena, Avishka Sandeepa, Vincent Bindschaedler, Subodha Charles
• Leveraging Generative Models for Covert Messaging: Challenges and Tradeoffs for "Dead-Drop" Deployments [PDF]
  In ACM Conference on Data and Application Security and Privacy (2024)
  Luke A. Bauer, James K. Howes IV, Sam A. Markelon, Vincent Bindschaedler, Thomas Shrimpton
• DP-Mix: Mixup-based Data Augmentation for Differentially Private Learning [PDF]
  In Neural Information Processing Systems (2023)
  Wenxuan Bao, Francesco Pittaluga, Vijay Kumar B G, Vincent Bindschaedler
• SoK: Memorization in General-Purpose Large Language Models [PDF]
  In arXiv preprint (2023)
  Valentin Hartmann, Anshuman Suri, Vincent Bindschaedler, David Evans, Shruti Tople, Robert West
• EMI-LiDAR: Uncovering Vulnerabilities of LiDAR Sensors in Autonomous Driving Setting using Electromagnetic Interference [PDF (External Link)]
  In ACM Conference on Security and Privacy in Wireless and Mobile Networks (2023)
  Sri Hrushikesh Varma Bhupathiraju, Jennifer Sheldon, Luke A. Bauer, Vincent Bindschaedler, Takeshi Sugawara, Sara Rampazzi
• Enhanced Membership Inference Attacks against Machine Learning Models [PDF]
  In ACM SIGSAC Conference on Computer and Communications Security (2022)
  Jiayuan Ye, Aadyaa Maddi, Sasi Kumar Murakonda, Vincent Bindschaedler, Reza Shokri
• Analyzing the Monetization Ecosystem of Stalkerware [PDF]
  In Privacy Enhancing Technologies Symposium (2022)
  Cassidy Gibson, Vanessa Frost, Katie Platt, Washington Garcia, Luis Vargas, Sara Rampazzi, Vincent Bindschaedler, Patrick Traynor, Kevin Butler

Tweets by @vbindsch

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Research Interests

• Data Privacy
• Machine Learning + Security and Privacy
• Applied Cryptography
• Differential Privacy
• Side-Channel Threats