SHIELD-Secure Aggregation against Poisoning in Hierarchical Federated Learning

Keyphrases

• Poisoning 100%
• Hierarchical Federated Learning 100%
• Secure Aggregation 100%
• Poisoning Attack 71%
• Federated Learning System 57%
• Federated Learning 42%
• Training Model 28%
• Evaluation Results 14%
• Machine Learning Techniques 14%
• Multiple Layers 14%
• Adversary 14%
• Upper Layer 14%
• Aggregator 14%
• Attack Strategy 14%
• Aggregation Behavior 14%
• Link Utilization 14%
• Data Distribution 14%
• Privacy-preserving 14%
• Model Update 14%
• Robust Algorithm 14%
• Distributed Machine Learning 14%
• Novel Variants 14%
• Highest Layer 14%
• Robust Aggregation 14%
• Strategy Distributions 14%
• Attack Data 14%
• Malicious Model 14%

INIS

• learning 100%
• aggregation 100%
• poisoning 100%
• shields 100%
• layers 36%
• data 18%
• performance 9%
• applications 9%
• devices 9%
• machine learning 9%
• distribution 9%
• evaluation 9%
• algorithms 9%
• datasets 9%
• adversaries 9%

Computer Science

• Federated Learning 100%
• Learning System 36%
• Evaluation Result 9%
• Privacy Preserving 9%
• Machine Learning Technique 9%
• Link Utilization 9%
• Training Model 9%
• Application Area 9%
• Data Distribution 9%
• Distributed Machine Learning 9%