Deep Learning with Plausible Deniability

Type
Conference
In
NeurIPS
Year
2025
By
Wenxuan Bao
Shan Jin
Hadi Abdullah
Anderson C. A. Nascimento
Vincent Bindschaedler
Yiwei Cai
Keywords
Differentially Private Machine Learning
Plausible Deniability
Privacy Testing
Differential Privacy
Data Privacy

Inference Attacks for X-Vector Speaker Anonymization

Type
Workshop
In
DLSP
Year
2025
By
Luke A. Bauer
Wenxuan Bao
Malvika Jadhav
Vincent Bindschaedler
Keywords
Speaker Anonymization
Data Privacy
Adversarial Machine Learning
Speech Recognition

Provably Secure Covert Messaging Using Image-based Diffusion Processes

Type
Conference
In
SatML
Year
2025
By
Luke A. Bauer
Wenxuan Bao
Vincent Bindschaedler
Keywords
Privacy
Applied Cryptography
Generative Models
Anonymous Communication
Steganography

R+R: Towards Reliable and Generalizable Differentially Private Machine Learning

Type
Conference
In
ACSAC
Year
2024
By
Wenxuan Bao
Vincent Bindschaedler
Keywords
Differential Privacy
Differentially Private Machine Learning
Machine Learning + Security and Privacy

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