連合学習

zkFL: Zero-Knowledge Proof-based Gradient Aggregation for Federated Learning

Authors: Zhipeng Wang, Nanqing Dong, Jiahao Sun, William Knottenbelt, Yike Guo | Published: 2023-10-04 | Updated: 2024-05-10
ウォーターマーキング
プライバシー保護
連合学習

Byzantine-Resilient Federated PCA and Low Rank Column-wise Sensing

Authors: Ankit Pratap Singh, Namrata Vaswani | Published: 2023-09-25 | Updated: 2024-08-09
ポイズニング
次元削減手法
連合学習

FRAMU: Attention-based Machine Unlearning using Federated Reinforcement Learning

Authors: Thanveer Shaik, Xiaohui Tao, Lin Li, Haoran Xie, Taotao Cai, Xiaofeng Zhu, Qing Li | Published: 2023-09-19 | Updated: 2024-02-02
アルゴリズム
プライバシー手法
連合学習

martFL: Enabling Utility-Driven Data Marketplace with a Robust and Verifiable Federated Learning Architecture

Authors: Qi Li, Zhuotao Liu, Qi Li, Ke Xu | Published: 2023-09-03 | Updated: 2024-05-09
スマートコントラクト
悪意のあるクライアント
連合学習

Uncovering Promises and Challenges of Federated Learning to Detect Cardiovascular Diseases: A Scoping Literature Review

Authors: Sricharan Donkada, Seyedamin Pouriyeh, Reza M. Parizi, Meng Han, Nasrin Dehbozorgi, Nazmus Sakib, Quan Z. Sheng | Published: 2023-08-26
スマートヘルスケア
医療AIの脅威
連合学習

ULDP-FL: Federated Learning with Across Silo User-Level Differential Privacy

Authors: Fumiyuki Kato, Li Xiong, Shun Takagi, Yang Cao, Masatoshi Yoshikawa | Published: 2023-08-23 | Updated: 2024-06-16
プライバシー保護
プライバシー保護手法
連合学習

Unsupervised anomalies detection in IIoT edge devices networks using federated learning

Authors: Niyomukiza Thamar, Hossam Samy Elsaid Sharara | Published: 2023-08-23
プライバシー保護
未知の攻撃検出
連合学習

ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations

Authors: Xinpeng Ling, Jie Fu, Kuncan Wang, Haitao Liu, Zhili Chen | Published: 2023-08-21 | Updated: 2024-05-22
プライバシー保護
収束保証
連合学習

Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges

Authors: Vishnu Pandi Chellapandi, Liangqi Yuan, Christopher G. Brinton, Stanislaw H Zak, Ziran Wang | Published: 2023-08-21 | Updated: 2023-11-11
プライバシー保護
車両ネットワーク
連合学習

Intrusion Detection based on Federated Learning: a systematic review

Authors: Jose L. Hernandez-Ramos, Georgios Karopoulos, Efstratios Chatzoglou, Vasileios Kouliaridis, Enrique Marmol, Aurora Gonzalez-Vidal, Georgios Kambourakis | Published: 2023-08-18
モデル性能評価
侵入検知システム
連合学習