プライバシー保護

Privacy-Preserving Gaussian Process Regression — A Modular Approach to the Application of Homomorphic Encryption

Authors: Peter Fenner, Edward O. Pyzer-Knapp | Published: 2020-01-28
プライバシー保護
暗号学
機械学習技術

Learning to Prevent Leakage: Privacy-Preserving Inference in the Mobile Cloud

Authors: Shuang Zhang, Liyao Xiang, Congcong Li, Yixuan Wang, Quanshi Zhang, Wei Wang, Bo Li | Published: 2019-12-18 | Updated: 2021-06-15
プライバシー保護
性能評価指標
深層学習手法

Private Federated Learning with Domain Adaptation

Authors: Daniel Peterson, Pallika Kanani, Virendra J. Marathe | Published: 2019-12-13
プライバシー保護
性能評価指標
機械学習技術

Advances and Open Problems in Federated Learning

Authors: Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Kallista Bonawitz, Zachary Charles, Graham Cormode, Rachel Cummings, Rafael G. L. D'Oliveira, Hubert Eichner, Salim El Rouayheb, David Evans, Josh Gardner, Zachary Garrett, Adrià Gascón, Badih Ghazi, Phillip B. Gibbons, Marco Gruteser, Zaid Harchaoui, Chaoyang He, Lie He, Zhouyuan Huo, Ben Hutchinson, Justin Hsu, Martin Jaggi, Tara Javidi, Gauri Joshi, Mikhail Khodak, Jakub Konečný, Aleksandra Korolova, Farinaz Koushanfar, Sanmi Koyejo, Tancrède Lepoint, Yang Liu, Prateek Mittal, Mehryar Mohri, Richard Nock, Ayfer Özgür, Rasmus Pagh, Mariana Raykova, Hang Qi, Daniel Ramage, Ramesh Raskar, Dawn Song, Weikang Song, Sebastian U. Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth Vepakomma, Jianyu Wang, Li Xiong, Zheng Xu, Qiang Yang, Felix X. Yu, Han Yu, Sen Zhao | Published: 2019-12-10 | Updated: 2021-03-09
セキュアアグリゲーション
プライバシー保護
ポイズニング

Privacy-Preserving Blockchain Based Federated Learning with Differential Data Sharing

Authors: Anudit Nagar | Published: 2019-12-10
プライバシー保護
ブロックチェーン技術
モデル通信

Machine Unlearning

Authors: Lucas Bourtoule, Varun Chandrasekaran, Christopher A. Choquette-Choo, Hengrui Jia, Adelin Travers, Baiwu Zhang, David Lie, Nicolas Papernot | Published: 2019-12-09 | Updated: 2020-12-15
プライバシー保護
機械学習の基礎
適応型再訓練メカニズム

An Empirical Study on the Intrinsic Privacy of SGD

Authors: Stephanie L. Hyland, Shruti Tople | Published: 2019-12-05 | Updated: 2022-02-28
SGDの特性
プライバシー保護
深層学習手法

Preserving Patient Privacy while Training a Predictive Model of In-hospital Mortality

Authors: Pulkit Sharma, Farah E Shamout, David A Clifton | Published: 2019-12-01
プライバシー保護
分散学習
性能評価

Cognitive Internet of Vehicles: Motivation, Layered Architecture and Security Issues

Authors: Khondokar Fida Hasan, Tarandeep Kaur, Md. Mhedi Hasan, Yanming Feng | Published: 2019-11-20
クラウドコンピューティング
プライバシー保護
機械学習技術

Revocable Federated Learning: A Benchmark of Federated Forest

Authors: Yang Liu, Zhuo Ma, Ximeng Liu, Zhuzhu Wang, Siqi Ma, Ken Ren | Published: 2019-11-08
プライバシー保護
効率評価
性能評価