連合学習

Federated Learning using Smart Contracts on Blockchains, based on Reward Driven Approach

Authors: Monik Raj Behera, Sudhir Upadhyay, Suresh Shetty | Published: 2021-07-19 | Updated: 2022-03-26
ブロックチェーン技術
機械学習技術
連合学習

Trends in Blockchain and Federated Learning for Data Sharing in Distributed Platforms

Authors: Haemin Lee, Joongheon Kim | Published: 2021-07-19
プライバシー保護技術
ブロックチェーン
連合学習

OmniLytics: A Blockchain-based Secure Data Market for Decentralized Machine Learning

Authors: Jiacheng Liang, Songze Li, Bochuan Cao, Wensi Jiang, Chaoyang He | Published: 2021-07-12 | Updated: 2021-11-15
ビザンチン耐性
機械学習手法
連合学習

Fedlearn-Algo: A flexible open-source privacy-preserving machine learning platform

Authors: Bo Liu, Chaowei Tan, Jiazhou Wang, Tao Zeng, Huasong Shan, Houpu Yao, Heng Huang, Peng Dai, Liefeng Bo, Yanqing Chen | Published: 2021-07-08 | Updated: 2021-07-30
プライバシー保護メカニズム
計算効率
連合学習

Optimizing the Numbers of Queries and Replies in Federated Learning with Differential Privacy

Authors: Yipeng Zhou, Xuezheng Liu, Yao Fu, Di Wu, Chao Li, Shui Yu | Published: 2021-07-05
プライバシー保護プロトコル
プライバシー分析
連合学習

Towards Scheduling Federated Deep Learning using Meta-Gradients for Inter-Hospital Learning

Authors: Rasheed el-Bouri, Tingting Zhu, David A. Clifton | Published: 2021-07-04
スケジューリング手法
深層学習技術
連合学習

Segmented Federated Learning for Adaptive Intrusion Detection System

Authors: Geet Shingi, Harsh Saglani, Preeti Jain | Published: 2021-07-02
サイバーセキュリティ
機械学習手法
連合学習

Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning

Authors: Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou | Published: 2021-06-18 | Updated: 2022-07-07
ポイズニング
連合学習
適応型敵対的訓練

Accumulative Poisoning Attacks on Real-time Data

Authors: Tianyu Pang, Xiao Yang, Yinpeng Dong, Hang Su, Jun Zhu | Published: 2021-06-18 | Updated: 2021-10-26
オンライン学習
バックドア攻撃
連合学習

Fed-EINI: An Efficient and Interpretable Inference Framework for Decision Tree Ensembles in Federated Learning

Authors: Xiaolin Chen, Shuai Zhou, Bei guan, Kai Yang, Hao Fan, Hu Wang, Yongji Wang | Published: 2021-05-20 | Updated: 2021-12-08
プライバシー保護手法
計算効率
連合学習