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

Federated Learning Approach for Distributed Ransomware Analysis

Authors: Aldin Vehabovic, Hadi Zanddizari, Farook Shaikh, Nasir Ghani, Morteza Safaei Pour, Elias Bou-Harb, Jorge Crichigno | Published: 2023-06-25
マルウェア分類
マルウェア検出手法
連合学習

An Intelligent Mechanism for Monitoring and Detecting Intrusions in IoT Devices

Authors: Vitalina Holubenko, Paulo Silva, Carlos Bento | Published: 2023-06-23
性能評価
脅威モデリング
連合学習

Decentralized Online Federated G-Network Learning for Lightweight Intrusion Detection

Authors: Mert Nakıp, Baran Can Gül, Erol Gelenbe | Published: 2023-06-22 | Updated: 2023-11-28
アルゴリズム設計
マルウェア検出手法
連合学習

Differentially Private Over-the-Air Federated Learning Over MIMO Fading Channels

Authors: Hang Liu, Jia Yan, Ying-Jun Angela Zhang | Published: 2023-06-19 | Updated: 2023-12-25
プライバシー手法
最適化手法
連合学習