分散学習の効率

Blockchain-based Monitoring for Poison Attack Detection in Decentralized Federated Learning

Authors: Ranwa Al Mallah, David Lopez | Published: 2022-09-30
ブロックチェーン経済学
ポイズニング
分散学習の効率

Joint Privacy Enhancement and Quantization in Federated Learning

Authors: Natalie Lang, Elad Sofer, Tomer Shaked, Nir Shlezinger | Published: 2022-08-23
プライバシー侵害
分散学習の効率
通信効率

Decentralized Collaborative Learning with Probabilistic Data Protection

Authors: Tsuyoshi Idé, Rudy Raymond | Published: 2022-08-23 | Updated: 2022-08-24
プライバシー侵害
分散学習の効率
収束保証

Fed-FSNet: Mitigating Non-I.I.D. Federated Learning via Fuzzy Synthesizing Network

Authors: Jingcai Guo, Song Guo, Jie Zhang, Ziming Liu | Published: 2022-08-21 | Updated: 2023-04-25
ポイズニング
分散学習の効率
機械学習技術

A Review of Federated Learning in Energy Systems

Authors: Xu Cheng, Chendan Li, Xiufeng Liu | Published: 2022-08-20
プライバシー侵害
分散学習の効率
機械学習

How Much Privacy Does Federated Learning with Secure Aggregation Guarantee?

Authors: Ahmed Roushdy Elkordy, Jiang Zhang, Yahya H. Ezzeldin, Konstantinos Psounis, Salman Avestimehr | Published: 2022-08-03
セキュアアグリゲーション
プライバシー漏洩
分散学習の効率

Federated Split GANs

Authors: Pranvera Kortoçi, Yilei Liang, Pengyuan Zhou, Lik-Hang Lee, Abbas Mehrabi, Pan Hui, Sasu Tarkoma, Jon Crowcroft | Published: 2022-07-04
プライバシー保護
分散学習の効率
生成モデルの課題

sqSGD: Locally Private and Communication Efficient Federated Learning

Authors: Yan Feng, Tao Xiong, Ruofan Wu, LingJuan Lv, Leilei Shi | Published: 2022-06-21 | Updated: 2022-06-22
LDPメカニズム
アルゴリズム設計
分散学習の効率

QUDOS: Quorum-Based Cloud-Edge Distributed DNNs for Security Enhanced Industry 4.0

Authors: Kevin Wallis, Christoph Reich, Blesson Varghese, Christian Schindelhauer | Published: 2021-11-09
データ整合性制約
分散学習の効率
防御メカニズム

Stochastic Alternating Direction Method of Multipliers for Byzantine-Robust Distributed Learning

Authors: Feng Lin, Weiyu Li, Qing Ling | Published: 2021-06-13
分散学習の効率
収束性分析
最適化アルゴリズムの選択と評価