Lower bounds on adversarial robustness from optimal transport

Keyphrases

• Adversary 100%
• Optimal Transport 100%
• Adversarial Robustness 100%
• Neural Network Training 33%
• Cost Function 33%
• Machine Learning Classifiers 33%
• MNIST 33%
• Classification Performance 33%
• Transportation Cost 33%
• Transport Problem 33%
• Classification Problem 33%
• Learning Complexity 33%
• Linear Classifier 33%
• 0-1 Loss 33%
• Optimal Transportation 33%
• Gaussian Data 33%
• Neighborhood Constraint 33%
• Optimal Classification 33%
• Evasion Attack 33%
• CIFAR-10 33%
• Norm-bounded 33%
• Adversarial Classification 33%
• Fashion-MNIST 33%
• Sample Complexity 33%
• Minimum Transportation Cost 33%

Computer Science

• Transportation Cost 100%
• Adversarial Robustness 100%
• Classification Performance 50%
• Linear Classifier 50%
• Fundamental Question 50%
• Labeled Example 50%
• Trained Neural Network 50%
• Machine Learning 50%
• Learning System 50%

Mathematics

• Transportation Cost 100%
• Optimal Transport 100%
• Adversarial Robustness 100%
• Optimality 50%
• Neural Network 50%
• Gaussian Distribution 50%
• Cost Function 50%