Privacy Technique

Protecting User Privacy in Remote Conversational Systems: A Privacy-Preserving framework based on text sanitization

Authors: Zhigang Kan, Linbo Qiao, Hao Yu, Liwen Peng, Yifu Gao, Dongsheng Li | Published: 2023-06-14
Data Protection Method
Privacy Technique
Information Extraction

Differentially Private One Permutation Hashing and Bin-wise Consistent Weighted Sampling

Authors: Xiaoyun Li, Ping Li | Published: 2023-06-13
Data Privacy Assessment
Data Protection Method
Privacy Technique

“Private Prediction Strikes Back!” Private Kernelized Nearest Neighbors with Individual Renyi Filter

Authors: Yuqing Zhu, Xuandong Zhao, Chuan Guo, Yu-Xiang Wang | Published: 2023-06-12
Data Privacy Assessment
Hyperparameter Tuning
Privacy Technique

Gaussian Membership Inference Privacy

Authors: Tobias Leemann, Martin Pawelczyk, Gjergji Kasneci | Published: 2023-06-12 | Updated: 2023-10-26
Privacy Technique
Hypothesis Testing
Statistical Testing

AnoFel: Supporting Anonymity for Privacy-Preserving Federated Learning

Authors: Ghada Almashaqbeh, Zahra Ghodsi | Published: 2023-06-12
Privacy Technique
Malicious Client
Federated Learning

Efficient Skip Connections Realization for Secure Inference on Encrypted Data

Authors: Nir Drucker, Itamar Zimerman | Published: 2023-06-11
Privacy Technique
Real-Time Inference
Performance Evaluation

Killing Two Birds with One Stone: Quantization Achieves Privacy in Distributed Learning

Authors: Guangfeng Yan, Tan Li, Kui Wu, Linqi Song | Published: 2023-04-26
DNN IP Protection Method
Training Protocol
Privacy Technique

Blockchain-based Federated Learning with SMPC Model Verification Against Poisoning Attack for Healthcare Systems

Authors: Aditya Pribadi Kalapaaking, Ibrahim Khalil, Xun Yi | Published: 2023-04-26
Privacy Technique
Blockchain Integration
Multi-Party Computation

Censoring chemical data to mitigate dual use risk

Authors: Quintina L. Campbell, Jonathan Herington, Andrew D. White | Published: 2023-04-20
Data Generation
Privacy Technique
Safety Alignment

Sensitivity estimation for differentially private query processing

Authors: Meifan Zhang, Xin Liu, Lihua Yin | Published: 2023-04-19
Sampling Method
Privacy Technique
Statistical Methods