Self-Supervised Fine-Tuning of Automatic Speech Recognition Systems against Signal Processing Attacks

Type
Conference
In
AsiaCCS
Year
2024
By
Oshan Jayawardena
Dilmi Caldera
Sandani Jayawardena
Avishka Sandeepa
Vincent Bindschaedler
Subodha Charles
Keywords
Adversarial Machine Learning
Speech Recognition

Leveraging Generative Models for Covert Messaging: Challenges and Tradeoffs for "Dead-Drop" Deployments

Type
Conference
In
CODASPY
Year
2024
By
Luke A. Bauer
James K. Howes IV
Sam A. Markelon
Vincent Bindschaedler
Thomas Shrimpton
Keywords
Privacy
Applied Cryptography
Anonymous Communication
Large Language Models
Generative Models

DP-Mix: Mixup-based Data Augmentation for Differentially Private Learning

Type
Conference
In
NeurIPS
Year
2023
By
Wenxuan Bao
Francesco Pittaluga
Vijay Kumar B G
Vincent Bindschaedler
Keywords
Differential Privacy
Machine Learning
Data Augmentation

SoK: Memorization in General-Purpose Large Language Models

Type
Pre-print
In
arXiv
Year
2023
By
Valentin Hartmann
Anshuman Suri
Vincent Bindschaedler
David Evans
Shruti Tople
Robert West
Keywords
Data Privacy
Memorization
Large Language Models

Enhanced Membership Inference Attacks against Machine Learning Models

Type
Conference
In
CCS
Year
2022
By
Jiayuan Ye
Aadyaa Maddi
Sasi Kumar Murakonda
Vincent Bindschaedler
Reza Shokri
Keywords
Data Privacy
Membership Privacy
Machine Learning
Privacy Auditing

PermPress: Machine Learning-Based Pipeline to Evaluate Permissions in App Privacy Policies

Type
Journal
In
Access
Year
2022
By
Muhammad Sajidur Rahman
Pirouz Naghavi
Blas Kojusner
Sadia Afroz
Byron Williams
Sara Rampazzi
Vincent Bindschaedler
Keywords
Android
Privacy
Privacy Policies

Digital Watermarking for Detecting Malicious Intellectual Property Cores in NoC Architectures

Type
Journal
In
VLSI
Year
2022
By
Subodha Charles
Vincent Bindschaedler
Prabhat Mishra
Keywords
Digital Watermarking
Hardware Security
Network-on-Chip

Analyzing the Monetization Ecosystem of Stalkerware

Type
Conference
In
PETS
Year
2022
By
Cassidy Gibson
Vanessa Frost
Katie Platt
Washington Garcia
Luis Vargas
Sara Rampazzi
Vincent Bindschaedler
Patrick Traynor
Kevin Butler
Keywords
Privacy
Surveillanceware
Stalkerware
Android

Privacy accounting εconomics: Improving differential privacy composition via a posteriori bounds

Type
Conference
In
PETS
Year
2022
By
Valentin Hartmann
Vincent Bindschaedler
Alexander Bentkamp
Robert West
Keywords
Differential Privacy
Machine Learning

Demystifying Limited Adversarial Transferability in Automatic Speech Recognition Systems

Type
Conference
In
ICLR
Year
2022
By
Hadi Abdullah
Aditya Karlekar
Vincent Bindschaedler
Patrick Traynor
Keywords
Adversarial Machine Learning
Speech Recognition