Efficiency of Distributed Learning

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

Authors: Ranwa Al Mallah, David Lopez | Published: 2022-09-30
Blockchain Economics
Poisoning
Efficiency of Distributed Learning

Joint Privacy Enhancement and Quantization in Federated Learning

Authors: Natalie Lang, Elad Sofer, Tomer Shaked, Nir Shlezinger | Published: 2022-08-23
Privacy Violation
Efficiency of Distributed Learning
Communication Efficiency

Decentralized Collaborative Learning with Probabilistic Data Protection

Authors: Tsuyoshi Idé, Rudy Raymond | Published: 2022-08-23 | Updated: 2022-08-24
Privacy Violation
Efficiency of Distributed Learning
Convergence Guarantee

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
Poisoning
Efficiency of Distributed Learning
Machine Learning Technology

A Review of Federated Learning in Energy Systems

Authors: Xu Cheng, Chendan Li, Xiufeng Liu | Published: 2022-08-20
Privacy Violation
Efficiency of Distributed Learning
Machine Learning

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
Secure Aggregation
Privacy Leakage
Efficiency of Distributed Learning

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
Privacy Protection
Efficiency of Distributed Learning
Challenges of Generative Models

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 Mechanism
Algorithm Design
Efficiency of Distributed Learning

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
Data Integrity Constraints
Efficiency of Distributed Learning
Defense Mechanism

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

Authors: Feng Lin, Weiyu Li, Qing Ling | Published: 2021-06-13
Efficiency of Distributed Learning
Convergence analysis
Selection and Evaluation of Optimization Algorithms