DualGuard: Obfuscated Federated Learning With Two-Party Secure Robust Aggregation

Keyphrases

• Two-party 100%
• Obfuscation 100%
• Federated Learning 100%
• Robust Aggregation 100%
• Aggregation Framework 37%
• Local Gradient 25%
• High Efficiency 12%
• Computational Efficiency 12%
• Common Challenges 12%
• Privacy-preserving 12%
• Secure multi-party Computation 12%
• Data Privacy 12%
• Machine Learning Paradigms 12%
• Client-side 12%
• Defense Strategy 12%
• Communication Efficiency 12%
• Parallel Computing 12%
• Scholarly Work 12%
• Privacy Leakage 12%
• Orthogonal Matrix 12%
• Server-side 12%
• Matrix Theory 12%
• Distributed Machine Learning 12%
• Byzantine Empire 12%
• Gradient Leakage Attack 12%
• Mutually Orthogonal 12%
• Aggregation Phase 12%
• Aggregation Algorithm 12%
• Secure Two-party Computation 12%
• Semi-honest Adversary 12%

Computer Science

• Federated machine learning 100%
• Privacy Preserving 20%
• Data Privacy 20%
• secure multiparty computation 20%
• Defense Strategy 20%
• Parallel Computation 20%
• Privacy Leakage 20%
• Orthogonal Matrix 20%
• Scholarly Work 20%
• Distributed Machine Learning 20%
• Obfuscation 20%
• Adversary Model 20%