Automatic perturbation analysis for scalable certified robustness and beyond

Keyphrases

• Perturbation Analysis 100%
• Certified Robustness 100%
• Linear Programming Relaxation 81%
• Relaxation-based 81%
• Certified Defense 36%
• Neural Network 18%
• ImageNet 18%
• Open-source Library 18%
• Computational Complexity 9%
• Downscaling 9%
• Algorithm Analysis 9%
• Output Neurons 9%
• Neural Network Structure 9%
• Network Parameters 9%
• Class number 9%
• Transformer 9%
• Differentiability 9%
• Amount of Input 9%
• Automatic Framework 9%
• Complicated Networks 9%
• Feedforward Network 9%
• Linear Bounds 9%
• Model Weight 9%
• Computational Graph 9%
• DenseNet 9%
• Optimization Landscape 9%
• Input Perturbation 9%
• Adversarial Robustness 9%
• Robustness Verification 9%
• Loss Fusion 9%
• ResNeXt 9%

Computer Science

• Perturbation Analysis 100%
• Neural Network 18%
• Open-Source Library 18%
• Computational Complexity 9%
• Neural Network Architecture 9%
• Core Component 9%
• Network Parameter 9%
• Feedforward Network 9%
• DenseNet 9%