Membership Inference Attacks and Defenses in Federated Learning: A Survey

Keyphrases

• Federated Learning 100%
• Attack Defense 100%
• Membership Inference Attack 100%
• Model Update 50%
• Training Data 25%
• Medical Diagnosis 25%
• Training Set 25%
• Real-world Application 25%
• Global Model 25%
• Quality Model 25%
• Training Model 25%
• Health Systems 25%
• Machine Learning Approach 25%
• Resource-constrained Devices 25%
• Defense Strategy 25%
• Privacy Leak 25%
• Sharing Model 25%
• Still Face 25%
• Decentralized Machine Learning 25%
• Client Confidentiality 25%

Computer Science

• Federated Learning 100%
• Membership Inference Attack 100%
• Machine Learning Approach 25%
• World Application 25%
• Research Direction 25%
• Defense Strategy 25%
• Sensitive Informations 25%
• Systematic Overview 25%
• quality model 25%
• Training Data 25%
• Medical Diagnosis 25%
• Decentralized Machine Learning 25%