Auxo: Efficient Federated Learning via Scalable Client Clustering

Keyphrases

• Federated Learning 100%
• Client Clustering 100%
• Data Distribution 33%
• Model Performance 16%
• Specific Model 16%
• Similarity Data 16%
• Identically Distributed 16%
• Slow Convergence 16%
• Convergence Time 16%
• Resource-constrained 16%
• Heterogeneous Devices 16%
• Model Bias 16%
• Resource Efficiency 16%
• Machine Learning Models 16%
• Cohort-based 16%
• Machine Learning Paradigms 16%
• Client Heterogeneity 16%
• Learning Solutions 16%
• Centralized Server 16%
• Heterogeneous Edge Devices 16%

Computer Science

• Federated Learning 100%
• Data Distribution 33%
• Machine Learning 33%
• Learning System 33%
• Slow Convergence 16%
• Performance Model 16%
• Capacity Device 16%