ByzSecAgg: A Byzantine-Resistant Secure Aggregation Scheme for Federated Learning Based on Coded Computing and Vector Commitment

Keyphrases

• Federated Learning 100%
• Learning-based 100%
• Aggregation Mechanism 100%
• Byzantine Empire 100%
• Local Update 100%
• Coded Computing 100%
• Secure Aggregation 100%
• Secret Sharing 100%
• Vector Commitment 100%
• Pairwise Distance 66%
• Byzantine Attacks 66%
• Communication Load 66%
• Edge Devices 33%
• Effective Method 33%
• Outlier Detection 33%
• Bilinear 33%
• Communication Overhead 33%
• Distance Calculation 33%
• Algorithm Method 33%
• Privacy Leakage 33%
• Adversarialism 33%
• Sharing Process 33%
• Subvector 33%
• Long Vector 33%
• Bandwidth Limitation 33%
• Sharing Method 33%
• Ramp Secret Sharing 33%
• Secure Computation 33%
• Colliding Nodes 33%
• Distance-based Outlier Detection 33%

Computer Science

• Secret Sharing 100%
• Federated machine learning 100%
• Communication Overhead 25%
• Distance Calculation 25%
• Effective Method 25%
• Privacy Leakage 25%
• Adversarial Behavior 25%
• Detection Algorithm 25%
• Outlier Detection 25%