Optimization and Learning With Randomly Compressed Gradient Updates

Keyphrases

• Gradient Update 100%
• Stochastic Gradient Descent 66%
• Almost Optimal 66%
• Gradient Method 33%
• Convergence Rate 33%
• Stability Bound 33%
• Optimization Algorithm 33%
• Problem-based 33%
• ProB 33%
• Optimal Rate 33%
• Differentially Private 33%
• Efficient Optimization 33%
• Uniform Stability 33%
• Generalization Analysis 33%
• Nonsmooth Problems 33%
• Population Risk 33%
• Private Settings 33%
• Risk Bounds 33%
• Mini-batch Gradient Descent 33%
• Optimal Population Size 33%
• Optimization Rate 33%

Mathematics

• Stochastics 100%
• Convergence Rate 50%
• Widespread Application 50%