プライバシー保護技術

Fusion: Efficient and Secure Inference Resilient to Malicious Servers

Authors: Caiqin Dong, Jian Weng, Jia-Nan Liu, Yue Zhang, Yao Tong, Anjia Yang, Yudan Cheng, Shun Hu | Published: 2022-05-06 | Updated: 2023-06-10
プライバシー保護技術
攻撃手法
通信効率

Provably Confidential Language Modelling

Authors: Xuandong Zhao, Lei Li, Yu-Xiang Wang | Published: 2022-05-04 | Updated: 2022-06-23
グループ機密性
プライバシー保護技術
プライバシー評価

Universal Optimality and Robust Utility Bounds for Metric Differential Privacy

Authors: Natasha Fernandes, Annabelle McIver, Catuscia Palamidessi, Ming Ding | Published: 2022-05-03
プライバシー保護技術
プライバシー分析
損失関数

Towards Privacy-Preserving Neural Architecture Search

Authors: Fuyi Wang, Leo Yu Zhang, Lei Pan, Shengshan Hu, Robin Doss | Published: 2022-04-22
プライバシー保護手法
プライバシー保護技術
モデル設計

Homomorphic Encryption and Federated Learning based Privacy-Preserving CNN Training: COVID-19 Detection Use-Case

Authors: Febrianti Wibawa, Ferhat Ozgur Catak, Salih Sarp, Murat Kuzlu, Umit Cali | Published: 2022-04-16
プライバシー保護技術
暗号プロトコル
機械学習手法

Just Fine-tune Twice: Selective Differential Privacy for Large Language Models

Authors: Weiyan Shi, Ryan Shea, Si Chen, Chiyuan Zhang, Ruoxi Jia, Zhou Yu | Published: 2022-04-15 | Updated: 2022-10-27
プライバシー保護技術
機械学習の応用
秘密検出器

Distributed learning optimisation of Cox models can leak patient data: Risks and solutions

Authors: Carsten Brink, Christian Rønn Hansen, Matthew Field, Gareth Price, David Thwaites, Nis Sarup, Uffe Bernchou, Lois Holloway | Published: 2022-04-12
プライバシー保護技術
機械学習の応用

User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition in Federated Learning

Authors: Tiantian Feng, Raghuveer Peri, Shrikanth Narayanan | Published: 2022-04-05 | Updated: 2022-05-17
プライバシー保護メカニズム
プライバシー保護技術
プライバシー評価

Leveraging Disentangled Representations to Improve Vision-Based Keystroke Inference Attacks Under Low Data

Authors: John Lim, Jan-Michael Frahm, Fabian Monrose | Published: 2022-04-05
データセット生成
プライバシー保護技術
機械学習

Production of Categorical Data Verifying Differential Privacy: Conception and Applications to Machine Learning

Authors: Héber H. Arcolezi | Published: 2022-04-02
プライバシー保護プロトコル
プライバシー保護技術
プライバシー評価