連合学習

Performance Weighting for Robust Federated Learning Against Corrupted Sources

Authors: Dimitris Stripelis, Marcin Abram, Jose Luis Ambite | Published: 2022-05-02
データ汚染検出
ポイズニング
連合学習

Flatee: Federated Learning Across Trusted Execution Environments

Authors: Arup Mondal, Yash More, Ruthu Hulikal Rooparaghunath, Debayan Gupta | Published: 2021-11-12
プライバシーリスク管理
プライバシー保護
連合学習

Fairness, Integrity, and Privacy in a Scalable Blockchain-based Federated Learning System

Authors: Timon Rückel, Johannes Sedlmeir, Peter Hofmann | Published: 2021-11-11
プライバシーリスク管理
ブロックチェーン技術
連合学習

Data privacy protection in microscopic image analysis for material data mining

Authors: Boyuan Ma, Xiang Yin, Xiaojuan Ban, Haiyou Huang, Neng Zhang, Hao Wang, Weihua Xue | Published: 2021-11-09
機械学習のプライバシー保護
連合学習

A Cyber Threat Intelligence Sharing Scheme based on Federated Learning for Network Intrusion Detection

Authors: Mohanad Sarhan, Siamak Layeghy, Nour Moustafa, Marius Portmann | Published: 2021-11-04
データセット評価
プライバシー保護
連合学習

Resource-constrained Federated Edge Learning with Heterogeneous Data: Formulation and Analysis

Authors: Yi Liu, Yuanshao Zhu, James J. Q. Yu | Published: 2021-10-14
アルゴリズム設計
分散学習
連合学習

Infinitely Divisible Noise in the Low Privacy Regime

Authors: Rasmus Pagh, Nina Mesing Stausholm | Published: 2021-10-13 | Updated: 2022-03-07
データ生成
プライバシー侵害
連合学習

The Skellam Mechanism for Differentially Private Federated Learning

Authors: Naman Agarwal, Peter Kairouz, Ziyu Liu | Published: 2021-10-11 | Updated: 2021-10-29
プライバシー侵害
分散学習
連合学習

Two-Bit Aggregation for Communication Efficient and Differentially Private Federated Learning

Authors: Mohammad Aghapour, Aidin Ferdowsi, Walid Saad | Published: 2021-10-06
アルゴリズム
プライバシーリスク管理
連合学習

A Systematic Survey of Blockchained Federated Learning

Authors: Zhilin Wang, Qin Hu, Minghui Xu, Yan Zhuang, Yawei Wang, Xiuzhen Cheng | Published: 2021-10-05 | Updated: 2024-06-01
データプライバシー評価
ブロックチェーン技術
連合学習