TiFL: A Tier-based Federated Learning System

Keyphrases

• Federated Learning 100%
• Federated Learning System 100%
• Tier-based 100%
• Training Performance 50%
• Model Accuracy 16%
• Selection Strategy 16%
• Training Model 16%
• Training Time 16%
• Google 16%
• Sharing Model 16%
• Distribution Data 16%
• Test Accuracy 16%
• Timing Accuracy 16%
• Identical Distribution 16%
• Independent Distribution 16%
• Heterogeneous Conditions 16%
• Training Accuracy 16%
• Privacy Requirements 16%
• Computational Capacity 16%
• Communication Capacity 16%
• Distribution Resources 16%
• Learning Architecture 16%
• Fast Training 16%
• Straggler Problem 16%
• Selection Policy 16%
• Non-IID 16%

Computer Science

• Federated Learning 100%
• Learning System 100%
• Testbed 11%
• Communication Capacity 11%
• Model Accuracy 11%
• Privacy Requirement 11%
• Selection Policy 11%
• Case Study 11%
• Data Distribution 11%