プライバシー保護プロトコル

The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond

Authors: Julian Matschinske, Julian Späth, Reza Nasirigerdeh, Reihaneh Torkzadehmahani, Anne Hartebrodt, Balázs Orbán, Sándor Fejér, Olga Zolotareva, Mohammad Bakhtiari, Béla Bihari, Marcus Bloice, Nina C Donner, Walid Fdhila, Tobias Frisch, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Jan Hospes, Tim Kacprowski, Markus Kastelitz, Markus List, Rudolf Mayer, Mónika Moga, Heimo Müller, Anastasia Pustozerova, Richard Röttger, Anna Saranti, Harald HHW Schmidt, Christof Tschohl, Nina K Wenke, Jan Baumbach | Published: 2021-05-12
データ管理システム
プライバシー保護プロトコル
連合学習

Knowledge Federation: A Unified and Hierarchical Privacy-Preserving AI Framework

Authors: Hongyu Li, Dan Meng, Hong Wang, Xiaolin Li | Published: 2020-02-05 | Updated: 2020-05-22
プライバシー保護
プライバシー保護プロトコル
連合学習システム

ASTRA: High Throughput 3PC over Rings with Application to Secure Prediction

Authors: Harsh Chaudhari, Ashish Choudhury, Arpita Patra, Ajith Suresh | Published: 2019-12-05
プライバシー保護プロトコル
プロトコルの脆弱性や攻撃シナリオに関する議論
性能評価

A Hybrid Approach to Privacy-Preserving Federated Learning

Authors: Stacey Truex, Nathalie Baracaldo, Ali Anwar, Thomas Steinke, Heiko Ludwig, Rui Zhang, Yi Zhou | Published: 2018-12-07 | Updated: 2019-08-14
プライバシー保護プロトコル
差分プライバシー
連合学習