Privacy Assessment

Verifying Differentially Private Median Estimation

Authors: Hyukjun Kwon, Chenglin Fan | Published: 2025-05-22
Privacy Assessment
Efficient Proof System
Differential Privacy

A Survey On Secure Machine Learning

Authors: Taobo Liao, Taoran Li, Prathamesh Nadkarni | Published: 2025-05-21
Privacy Assessment
Membership Inference
暗号化スキームの詳細

Probing the Transition to Dataset-Level Privacy in ML Models Using an Output-Specific and Data-Resolved Privacy Profile

Authors: Tyler LeBlond, Joseph Munoz, Fred Lu, Maya Fuchs, Elliott Zaresky-Williams, Edward Raff, Brian Testa | Published: 2023-06-27
Privacy Assessment
Convergence Guarantee
Convergence Property

Privacy-Preserving Prompt Tuning for Large Language Model Services

Authors: Yansong Li, Zhixing Tan, Yang Liu | Published: 2023-05-10 | Updated: 2025-01-10
DNN IP Protection Method
LLM Security
Privacy Assessment

DPMLBench: Holistic Evaluation of Differentially Private Machine Learning

Authors: Chengkun Wei, Minghu Zhao, Zhikun Zhang, Min Chen, Wenlong Meng, Bo Liu, Yuan Fan, Wenzhi Chen | Published: 2023-05-10 | Updated: 2023-10-14
Training Data Generation
Privacy Assessment
Feature Extraction Method

Differentially Private Attention Computation

Authors: Yeqi Gao, Zhao Song, Xin Yang, Yufa Zhou | Published: 2023-05-08 | Updated: 2024-10-14
DNN IP Protection Method
Privacy Assessment
Self-Attention Mechanism

Incentivising the federation: gradient-based metrics for data selection and valuation in private decentralised training

Authors: Dmitrii Usynin, Daniel Rueckert, Georgios Kaissis | Published: 2023-05-04 | Updated: 2024-04-16
DNN IP Protection Method
Sample Complexity
Privacy Assessment

GTree: GPU-Friendly Privacy-preserving Decision Tree Training and Inference

Authors: Qifan Wang, Shujie Cui, Lei Zhou, Ye Dong, Jianli Bai, Yun Sing Koh, Giovanni Russello | Published: 2023-05-01 | Updated: 2024-08-14
Watermarking
Privacy Assessment
Feature Extraction Method

Private Information Retrieval and Its Applications: An Introduction, Open Problems, Future Directions

Authors: Sajani Vithana, Zhusheng Wang, Sennur Ulukus | Published: 2023-04-27
Basic Concept of PIR
Privacy Assessment
Information-Theoretic Privacy

C2PI: An Efficient Crypto-Clear Two-Party Neural Network Private Inference

Authors: Yuke Zhang, Dake Chen, Souvik Kundu, Haomei Liu, Ruiheng Peng, Peter A. Beerel | Published: 2023-04-26
DNN IP Protection Method
Watermarking
Privacy Assessment