Privacy Technique

Unified Enhancement of Privacy Bounds for Mixture Mechanisms via $f$-Differential Privacy

Authors: Chendi Wang, Buxin Su, Jiayuan Ye, Reza Shokri, Weijie J. Su | Published: 2023-10-30 | Updated: 2023-11-01
Privacy Technique
Robustness Evaluation
Computational Efficiency
2023.10.30 2025.05.28
Literature Database

Label-Only Model Inversion Attacks via Knowledge Transfer

Authors: Ngoc-Bao Nguyen, Keshigeyan Chandrasegaran, Milad Abdollahzadeh, Ngai-Man Cheung | Published: 2023-10-30
Privacy Technique
Attack Evaluation
Deep Learning Method
2023.10.30 2025.05.28
Literature Database

Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data

Authors: Mayana Pereira, Meghana Kshirsagar, Sumit Mukherjee, Rahul Dodhia, Juan Lavista Ferres, Rafael de Sousa | Published: 2023-10-30
Data Generation
Privacy Technique
Experimental Validation
2023.10.30 2025.05.28
Literature Database

Privately Aligning Language Models with Reinforcement Learning

Authors: Fan Wu, Huseyin A. Inan, Arturs Backurs, Varun Chandrasekaran, Janardhan Kulkarni, Robert Sim | Published: 2023-10-25 | Updated: 2024-05-03
Privacy Technique
Model Design
Natural Language Processing
2023.10.25 2025.05.28
Literature Database

Locally Differentially Private Document Generation Using Zero Shot Prompting

Authors: Saiteja Utpala, Sara Hooker, Pin Yu Chen | Published: 2023-10-24 | Updated: 2023-11-30
Privacy Technique
Prompt Injection
Membership Inference
2023.10.24 2025.05.28
Literature Database

SoK: Memorization in General-Purpose Large Language Models

Authors: Valentin Hartmann, Anshuman Suri, Vincent Bindschaedler, David Evans, Shruti Tople, Robert West | Published: 2023-10-24
Privacy Technique
Prompt Injection
Measurement of Memorization
2023.10.24 2025.05.28
Literature Database

Privacy Amplification for Matrix Mechanisms

Authors: Christopher A. Choquette-Choo, Arun Ganesh, Thomas Steinke, Abhradeep Thakurta | Published: 2023-10-24 | Updated: 2024-05-04
Data Generation
Privacy Technique
Model Design
2023.10.24 2025.05.28
Literature Database

Zero-knowledge Proof Meets Machine Learning in Verifiability: A Survey

Authors: Zhibo Xing, Zijian Zhang, Jiamou Liu, Ziang Zhang, Meng Li, Liehuang Zhu, Giovanni Russello | Published: 2023-10-23
Privacy Technique
Efficient Proof System
Computational Complexity
2023.10.23 2025.05.28
Literature Database

B^2SFL: A Bi-level Blockchained Architecture for Secure Federated Learning-based Traffic Prediction

Authors: Hao Guo, Collin Meese, Wanxin Li, Chien-Chung Shen, Mark Nejad | Published: 2023-10-23
Privacy Technique
Model Design
Machine Learning Method
2023.10.23 2025.05.28
Literature Database

Privacy Preserving Large Language Models: ChatGPT Case Study Based Vision and Framework

Authors: Imdad Ullah, Najm Hassan, Sukhpal Singh Gill, Basem Suleiman, Tariq Ahamed Ahanger, Zawar Shah, Junaid Qadir, Salil S. Kanhere | Published: 2023-10-19
Privacy Protection Method
Privacy Technique
Prompt Injection
2023.10.19 2025.05.28
Literature Database
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