Over-parameterized adversarial training: An analysis overcoming the curse of dimensionality

Keyphrases

• Overparametrization 100%
• Adversarial Training 100%
• Overcoming the Curse of Dimensionality 100%
• Training Loss 40%
• Robust Training 40%
• Popular 20%
• Online Learning 20%
• Step Function 20%
• Parametrized 20%
• Natural Conditions 20%
• Activation Function 20%
• Adversarial Perturbation 20%
• ReLU Networks 20%
• Convergence Theory 20%
• Min-max Objective 20%
• ReLU Activation Function 20%
• Input Dimension 20%
• Neural Nets 20%

Mathematics

• Running Time 100%
• Curse of Dimensionality 100%
• Polynomial 50%
• Neural Network 50%
• Approximates 50%
• Step Function 50%
• Min-Max 50%

Computer Science

• Adversarial Machine Learning 100%
• Neural Network 20%
• Input Dimension 20%
• Activation Function 20%
• Electronic Learning 20%
• Proof 20%