Understanding gradient clipping in private SGD: A geometric perspective

Keyphrases

• Asymmetric Gradient 25%
• Deep Learning Model 25%
• Differential Privacy 25%
• Differentially Private 25%
• Disparity Index 25%
• Geometric Perspective 100%
• Gradient Clipping 100%
• Gradient Distribution 75%
• L2 Norm 25%
• Learning Systems 25%
• Machine Learning Applications 25%
• Popular 25%
• Privacy Guarantees 25%
• Stationary Point 25%
• Symmetric Distribution 25%
• Symmetric Structure 25%
• Training Data 25%

Mathematics

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• Deep Learning Method 100%
• Stationary Point 100%
• Symmetric Distribution 100%
• Training Data 100%

Computer Science

• Deep Learning Model 50%
• Differential Privacy 50%
• Learning System 100%
• Machine Learning 50%
• Sensitive Informations 50%
• Stationary Point 50%
• Training Data 50%