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
プライバシー手法
Label-Only Model Inversion Attacks via Knowledge Transfer
Authors: Ngoc-Bao Nguyen, Keshigeyan Chandrasegaran, Milad Abdollahzadeh, Ngai-Man Cheung | Published: 2023-10-30
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
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
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
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 Amplification for Matrix Mechanisms
Authors: Christopher A. Choquette-Choo, Arun Ganesh, Thomas Steinke, Abhradeep Thakurta | Published: 2023-10-24 | Updated: 2024-05-04
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
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 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