連合学習

SPA: Towards More Stealth and Persistent Backdoor Attacks in Federated Learning

Authors: Chengcheng Zhu, Ye Li, Bosen Rao, Jiale Zhang, Yunlong Mao, Sheng Zhong | Published: 2025-06-26
トリガーの検知
バックドア攻撃手法
連合学習

Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning

Authors: Maximilian Egger, Rawad Bitar | Published: 2025-06-11
プライバシー保護フレームワーク
ロバスト性評価
連合学習

Secure Distributed Learning for CAVs: Defending Against Gradient Leakage with Leveled Homomorphic Encryption

Authors: Muhammad Ali Najjar, Ren-Yi Huang, Dumindu Samaraweera, Prashant Shekhar | Published: 2025-06-09
プライバシー保護メカニズム
暗号化技術
連合学習

A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles

Authors: Md Ashraf Uddin, Nam H. Chu, Reza Rafeh, Mutaz Barika | Published: 2025-05-22
攻撃タイプ
連合学習
階層型分類モデル

Federated Learning for Cyber Physical Systems: A Comprehensive Survey

Authors: Minh K. Quan, Pubudu N. Pathirana, Mayuri Wijayasundara, Sujeeva Setunge, Dinh C. Nguyen, Christopher G. Brinton, David J. Love, H. Vincent Poor | Published: 2025-05-08
分散型FL-CPS
機械学習の応用
連合学習

RLSA-PFL: Robust Lightweight Secure Aggregation with Model Inconsistency Detection in Privacy-Preserving Federated Learning

Authors: Nazatul H. Sultan, Yan Bo, Yansong Gao, Seyit Camtepe, Arash Mahboubi, Hang Thanh Bui, Aufeef Chauhan, Hamed Aboutorab, Michael Bewong, Dineshkumar Singh, Praveen Gauravaram, Rafiqul Islam, Sharif Abuadbba | Published: 2025-02-13 | Updated: 2025-04-16
プライバシー保護プロトコル
性能評価手法
連合学習

A Selective Homomorphic Encryption Approach for Faster Privacy-Preserving Federated Learning

Authors: Abdulkadir Korkmaz, Praveen Rao | Published: 2025-01-22 | Updated: 2025-03-27
プライバシー問題
透かし技術
連合学習

Attribute Inference Attacks for Federated Regression Tasks

Authors: Francesco Diana, Othmane Marfoq, Chuan Xu, Giovanni Neglia, Frédéric Giroire, Eoin Thomas | Published: 2024-11-19 | Updated: 2025-04-16
プライバシー保護プロトコル
ラベル推論攻撃
連合学習

Enabling Privacy-Preserving Cyber Threat Detection with Federated Learning

Authors: Yu Bi, Yekai Li, Xuan Feng, Xianghang Mi | Published: 2024-04-08
スパム検出
ポイズニング
連合学習

Prompt Public Large Language Models to Synthesize Data for Private On-device Applications

Authors: Shanshan Wu, Zheng Xu, Yanxiang Zhang, Yuanbo Zhang, Daniel Ramage | Published: 2024-04-05 | Updated: 2024-08-07
データセット生成
プライバシー保護手法
連合学習