Communication Efficiency

An Experiment Study on Federated LearningTestbed

Authors: Cheng Shen, Wanli Xue | Published: 2021-03-19
Privacy Risk Management
Model Communication
Communication Efficiency

Intrusion Detection Systems for IoT: opportunities and challenges offered by Edge Computing and Machine Learning

Authors: Pietro Spadaccino, Francesca Cuomo | Published: 2020-12-02 | Updated: 2022-04-14
Machine Learning
Anomaly Detection Method
Communication Efficiency

On No-Sensing Adversarial Multi-player Multi-armed Bandits with Collision Communications

Authors: Chengshuai Shi, Cong Shen | Published: 2020-11-02 | Updated: 2021-04-24
Error Correction Code
Attack Type
Communication Efficiency

FastSecAgg: Scalable Secure Aggregation for Privacy-Preserving Federated Learning

Authors: Swanand Kadhe, Nived Rajaraman, O. Ozan Koyluoglu, Kannan Ramchandran | Published: 2020-09-23
Privacy Enhancing Technology
Information Security
Communication Efficiency

Distilled One-Shot Federated Learning

Authors: Yanlin Zhou, George Pu, Xiyao Ma, Xiaolin Li, Dapeng Wu | Published: 2020-09-17 | Updated: 2021-06-06
Few-Shot Learning
Distributed Learning
Communication Efficiency

The Dark (and Bright) Side of IoT: Attacks and Countermeasures for Identifying Smart Home Devices and Services

Authors: Ahmed Mohamed Hussain, Gabriele Oligeri, Thiemo Voigt | Published: 2020-09-16 | Updated: 2021-07-25
Device Identification Method
Machine Learning
Communication Efficiency

When Homomorphic Encryption Marries Secret Sharing: Secure Large-Scale Sparse Logistic Regression and Applications in Risk Control

Authors: Chaochao Chen, Jun Zhou, Li Wang, Xibin Wu, Wenjing Fang, Jin Tan, Lei Wang, Alex X. Liu, Hao Wang, Cheng Hong | Published: 2020-08-20 | Updated: 2021-05-31
Secure Logistic Regression
Computational Efficiency
Communication Efficiency

Early Identification of Services in HTTPS Traffic

Authors: Wazen M. Shbair, Thibault Cholez, Jerome Francois, Isabelle Chrisment | Published: 2020-08-19
Performance Evaluation Metrics
Machine Learning Method
Communication Efficiency

Scalable and Communication-efficient Decentralized Federated Edge Learning with Multi-blockchain Framework

Authors: Jiawen Kang, Zehui Xiong, Chunxiao Jiang, Yi Liu, Song Guo, Yang Zhang, Dusit Niyato, Cyril Leung, Chunyan Miao | Published: 2020-08-10
Poisoning Attack
Machine Learning Framework
Communication Efficiency

Real-Time Edge Intelligence in the Making: A Collaborative Learning Framework via Federated Meta-Learning

Authors: Sen Lin, Guang Yang, Junshan Zhang | Published: 2020-01-09 | Updated: 2020-05-08
Convergence Analysis
Machine Learning
Communication Efficiency