連合学習

Security and Privacy Issues of Federated Learning

Authors: Jahid Hasan | Published: 2023-07-22
ポイズニング
メンバーシップ推論
連合学習

Privacy-preserving patient clustering for personalized federated learning

Authors: Ahmed Elhussein, Gamze Gursoy | Published: 2023-07-17
変数抽出手法
暗号技術
連合学習

Population Expansion for Training Language Models with Private Federated Learning

Authors: Tatsuki Koga, Congzheng Song, Martin Pelikan, Mona Chitnis | Published: 2023-07-14
LSTMモデル性能評価
学習の改善
連合学習

Privacy-Preserving Graph Machine Learning from Data to Computation: A Survey

Authors: Dongqi Fu, Wenxuan Bao, Ross Maciejewski, Hanghang Tong, Jingrui He | Published: 2023-07-10
プライバシー保護技術
メンバーシップ推論
連合学習

Convergence of Communications, Control, and Machine Learning for Secure and Autonomous Vehicle Navigation

Authors: Tengchan Zeng, Aidin Ferdowsi, Omid Semiari, Walid Saad, Choong Seon Hong | Published: 2023-07-05
制御アクション生成
車両ネットワーク
連合学習

Defending Against Poisoning Attacks in Federated Learning with Blockchain

Authors: Nanqing Dong, Zhipeng Wang, Jiahao Sun, Michael Kampffmeyer, William Knottenbelt, Eric Xing | Published: 2023-07-02 | Updated: 2024-03-12
ポイズニング
投票メカニズム
連合学習

VERTICES: Efficient Two-Party Vertical Federated Linear Model with TTP-aided Secret Sharing

Authors: Mingxuan Fan, Yilun Jin, Liu Yang, Zhenghang Ren, Kai Chen | Published: 2023-06-28
MPCアルゴリズム
計算複雑性
連合学習

Optimal Differentially Private Model Training with Public Data

Authors: Andrew Lowy, Zeman Li, Tianjian Huang, Meisam Razaviyayn | Published: 2023-06-26 | Updated: 2024-09-09
プライバシー保護手法
最適化問題
連合学習

Towards Sybil Resilience in Decentralized Learning

Authors: Thomas Werthenbach, Johan Pouwelse | Published: 2023-06-26
ポイズニング
ポイズニング攻撃
連合学習

Private Federated Learning in Gboard

Authors: Yuanbo Zhang, Daniel Ramage, Zheng Xu, Yanxiang Zhang, Shumin Zhai, Peter Kairouz | Published: 2023-06-26
プライバシー保護
連合学習