Personalized Federated Learning With Differential Privacy and Convergence Guarantee

Keyphrases

• Differential Privacy 100%
• Personalized Federated Learning 100%
• Convergence Guarantee 100%
• Privacy Guarantee 100%
• Convergence Performance 62%
• Federated Learning Framework 37%
• Meta-learning 25%
• Privacy Level 25%
• Convergence Bounds 25%
• Learning-based 12%
• Learning Mechanisms 12%
• Gradient Descent 12%
• Performance Level 12%
• Allocation Scheme 12%
• Information Leakage 12%
• Learning Analysis 12%
• Non-convex Cost Function 12%
• Performance-based Budgeting 12%
• Personalized Model 12%
• Local Training 12%
• Stage-based 12%
• Federated Learning 12%
• Privacy Budget 12%
• Composition Theory 12%
• Learning Paradigms 12%
• Communication Rounds 12%
• Optimal Tradeoff 12%
• Federated Learning Algorithm 12%
• Real-life Datasets 12%
• Privacy Budget Allocation 12%
• Few-shot Training 12%

Computer Science

• Differential Privacy 100%
• Personalized Federated Learning 100%
• Convergence Performance 62%
• Learning Framework 25%
• Meta-Learning 25%
• Experimental Result 12%
• Learning Algorithm 12%
• Gradient Descent 12%
• Learning Mechanism 12%
• Information Leakage 12%
• Federated machine learning 12%