A Contemplative Perspective on Federated Machine Learning: Taxonomy, Threats & Vulnerability Assessment and Challenges

A survey on federated learning

(2021) Chen Zhang et al.   KNOWLEDGE-BASED SYSTEMS

Federated Learning Empowered End-Edge-Cloud Cooperation for 5G HetNet Security

(2021) Yunkai Wei et al.   IEEE NETWORK

Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI

(2021) Andreas Holzinger et al.   Information Fusion

A Crowdsourcing Framework for On-Device Federated Learning

(2020) Shashi Raj Pandey et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Federated-Learning-Enabled Intelligent Fog Radio Access Networks: Fundamental Theory, Key Techniques, and Future Trends

(2020) Zhongyuan Zhao et al.   IEEE WIRELESS COMMUNICATIONS

Decentralized Knowledge Acquisition for Mobile Internet Applications

(2020) Jing Jiang et al.   WORLD WIDE WEB-INTERNET AND WEB INFORMATION SYSTEMS

Federated Learning With Cooperating Devices: A Consensus Approach for Massive IoT Networks

(2020) Stefano Savazzi et al.   IEEE Internet of Things Journal

Federated Learning for Wireless Communications: Motivation, Opportunities, and Challenges

(2020) Solmaz Niknam et al.   IEEE COMMUNICATIONS MAGAZINE

Cyber Security Based on Artificial Intelligence for Cyber-Physical Systems

(2020) Hichem Sedjelmaci et al.   IEEE NETWORK

On Safeguarding Privacy and Security in the Framework of Federated Learning

(2020) Chuan Ma et al.   IEEE NETWORK

Robust Federated Learning With Noisy Communication

(2020) Fan Ang et al.   IEEE TRANSACTIONS ON COMMUNICATIONS

Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data

(2020) Micah J. Sheller et al.   Scientific Reports

Privacy-Preserving Traffic Flow Prediction: A Federated Learning Approach

(2020) Yi Liu et al.   IEEE Internet of Things Journal

A Secure Federated Transfer Learning Framework

(2020) Yang Liu et al.   IEEE INTELLIGENT SYSTEMS

FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare

(2020) Yiqiang Chen et al.   IEEE INTELLIGENT SYSTEMS

Intelligent intrusion detection based on federated learning aided long short-term memory

(2020) Ruijie Zhao et al.   Physical Communication

A trusted feature aggregator federated learning for distributed malicious attack detection

(2020) Xinhong Hei et al.   COMPUTERS & SECURITY

Energy Efficient Federated Learning Over Wireless Communication Networks

(2020) Zhaohui Yang et al.   IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS

Federated Learning in the Sky: Aerial-Ground Air Quality Sensing Framework With UAV Swarms

(2020) Yi Liu et al.   IEEE Internet of Things Journal

Local Differential Privacy-Based Federated Learning for Internet of Things

(2020) Yang Zhao et al.   IEEE Internet of Things Journal

Federated Machine Learning

(2019) Qiang Yang et al.   ACM Transactions on Intelligent Systems and Technology

From Discovery to Practice and Survivorship: Building a National Real‐World Data Learning Healthcare Framework for Military and Veteran Cancer Patients

(2019) Jerry S.H. Lee et al.   CLINICAL PHARMACOLOGY & THERAPEUTICS

In-Edge AI: Intelligentizing Mobile Edge Computing, Caching and Communication by Federated Learning

(2019) Xiaofei Wang et al.   IEEE NETWORK

A Node Density Control Learning Method for the Internet of Things

(2019) Shumei Lou et al.   SENSORS

Blockchained On-Device Federated Learning

(2019) Hyesung Kim et al.   IEEE COMMUNICATIONS LETTERS

Communication-Efficient Federated Deep Learning With Layerwise Asynchronous Model Update and Temporally Weighted Aggregation

(2019) Yang Chen et al.   IEEE Transactions on Neural Networks and Learning Systems

A deep learning approach for ECG-based heartbeat classification for arrhythmia detection

(2018) G. Sannino et al.   Future Generation Computer Systems-The International Journal of eScience

Privacy-Preserving Deep Learning via Additively Homomorphic Encryption

(2018) Le Trieu Phong et al.   IEEE Transactions on Information Forensics and Security

Privacy-preserving ridge regression on distributed data

(2018) Yi-Ruei Chen et al.   INFORMATION SCIENCES

A Survey on Homomorphic Encryption Schemes

(2018) Abbas Acar et al.   ACM COMPUTING SURVEYS

Privacy in the age of medical big data

(2018) W. Nicholson Price et al.   NATURE MEDICINE

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING