Performance Optimization for Variable Bitwidth Federated Learning in Wireless Networks

Keyphrases

• Wireless Networks 100%
• Performance Optimization 100%
• Federated Learning 100%
• Model-based Reinforcement Learning 40%
• Learning Training 40%
• Reinforcement Learning Algorithm 30%
• Learning Methods 20%
• Selection Mechanism 20%
• Training Loss 20%
• Training Process 20%
• Quantization Scheme 20%
• Device Selection 20%
• Model Quantization 20%
• Federated Learning Framework 20%
• Optimization Problem 10%
• Markov Decision Process 10%
• Convergence Time 10%
• Action Selection 10%
• Wireless Communication 10%
• Global Model 10%
• Communication Overhead 10%
• Learning Scheme 10%
• Computational Efficiency 10%
• Quantization Error 10%
• Additional Devices 10%
• Wireless Resources 10%
• Device-to-device Communication 10%
• Mathematical Characterization 10%
• Communication Efficiency 10%
• Edge Devices 10%
• Delay Requirement 10%
• Via Model 10%
• Federated Learning Algorithm 10%
• Device Sampling 10%

Computer Science

• Performance Optimization 100%
• Wireless Network 100%
• Federated machine learning 100%
• Model-Free Reinforcement Learning 15%
• Model-Based Reinforcement Learning 15%
• Training Process 15%
• Optimization Problem 7%
• Learning Algorithm 7%
• Wireless Communication 7%
• Communication Overhead 7%
• Learning Scheme 7%
• Quantisation Error 7%
• Learning Approach 7%
• Markov Decision Process 7%
• Device Communication 7%