Distributed Optimization for Overparameterized Problems: Achieving Optimal Dimension Independent Communication Complexity

Keyphrases

• Communication Complexity 100%
• Distributed Optimization 100%
• Optimal Dimensions 100%
• Dimension Independent 100%
• Overparameterized Models 100%
• Near-zero 33%
• Linear Regression 33%
• Adaptive Quantization 33%
• Number of Parameters 33%
• Parameter D 33%
• Distributed Nodes 33%
• Machine Learning Models 33%
• Communication Overhead 33%
• Theoretical Properties 33%
• Linear Compression 33%
• Practical Performance 33%
• Open Research 33%
• Training Loss 33%
• Decentralized Optimization 33%
• Large Machine 33%
• Multilayer Neural Network 33%
• Zero-training 33%
• Near Optimal Communication Complexity 33%

Computer Science

• Communication Complexity 100%
• Distributed Optimization 100%
• Adaptive Quantization 25%
• Communication Overhead 25%
• Layer Neural Network 25%
• Open Research 25%
• Machine Learning Model 25%