The Efficacy of Transformer-based Adversarial Attacks in Security Domains

Keyphrases

• Insecurity 100%
• Transformer 100%
• Adversarial Attack 100%
• Security Domain 100%
• Transformer-based 100%
• Adversarial Examples 80%
• Transferability 60%
• Adversarial Samples 40%
• Transformer Architecture 40%
• Vulnerability 20%
• Machine Learning 20%
• Low Dose Rate 20%
• Attacker 20%
• Network Intrusion Detection 20%
• Image-based 20%
• Adversarial Perturbation 20%
• Convolutional Neural Network 20%
• Malware Detection 20%
• Convolutional Neural Network Model 20%
• Transfer Attack 20%
• Transformer Neural Network 20%
• Safeguard System 20%
• Attack Algorithm 20%
• Cybersecurity Strategy 20%
• State-of-the-art Performance 20%
• Pre-trained Transformers 20%
• High Transferability 20%

Computer Science

• Adversarial Machine Learning 100%
• Adversarial Example 100%
• Security Domain 100%
• Convolutional Neural Network 50%
• Attackers 25%
• Neural Network Model 25%
• network intrusion detection 25%
• Cybersecurity 25%
• Malware Detection 25%
• Art Performance 25%
• Learning System 25%
• Machine Learning 25%