SwiftAgg: Communication-Efficient and Dropout-Resistant Secure Aggregation for Federated Learning with Worst-Case Security Guarantees

Keyphrases

• Federated Learning 100%
• Security Assurance 100%
• Communication Efficiency 100%
• Secure Aggregation 100%
• Communication Dropout 100%
• Aggregation Mechanism 75%
• Communication Load 50%
• Dropout 25%
• Single Group 25%
• Privacy-preserving 25%
• Communication Cost 25%
• All-to-all Communication 25%
• Central Server 25%
• Local Model 25%
• Slash 25%
• Communication Overhead 25%
• Communication Networks 25%
• Local Data 25%
• Phase Model 25%
• Semi-honest 25%
• Distributed Users 25%
• Model Aggregation 25%
• Federated Learning System 25%
• Information-theoretic Security 25%
• Secret Sharing 25%

Computer Science

• Federated Learning 100%
• Communication Network 50%
• Learning Systems 50%
• Communication Cost 50%
• Communication Overhead 50%
• Privacy Preserving 50%
• Case Information 50%
• Secret Sharing 50%
• User Communication 50%
• Individual Model 50%
• information theoretic security 50%