SoK: A Comparison of Autonomous Penetration Testing Agents

Engineering

• Observability 100%
• Machine Learning Method 100%
• Limiting Factor 100%
• Reinforcement Learning 100%
• Cyber Security 100%
• Detection Task 100%
• Action Space 100%

Computer Science

• Penetration Testing 100%
• And-States 33%
• Draw Conclusion 33%
• Limiting Factor 33%
• Reward Structure 33%
• Deep Reinforcement Learning 33%
• Learning Agent 33%
• Partial Observability 33%
• Machine Learning 33%
• Learning System 33%