SoK Paper: Security Concerns in Quantum Machine Learning as a Service

Keyphrases

• Security Concerns 100%
• Quantum Machine Learning 100%
• Machine Learning as a Service (MLaaS) 100%
• Machine Learning Models 20%
• Security Threats 10%
• Security Issues 10%
• Real-world Problems 10%
• Hybrid Model 10%
• Untrusted 10%
• Training Data 10%
• Data Encoding 10%
• Critical Security 10%
• Service Deployment 10%
• Unauthorized Access 10%
• Model Driven Architecture 10%
• Quantum Computing 10%
• Model Integrity 10%
• Classical Computer 10%
• Intellectual Property Theft 10%
• Machine Learning Tasks 10%
• Classical Computing 10%
• Quantum Hardware 10%
• Service Workflow 10%
• Classical Machine Learning 10%
• Computing Resources 10%
• Limited Training Data 10%
• Variational Quantum Circuits 10%

Computer Science

• Security Concern 100%
• Quantum Machine Learning 100%
• Training Data 20%
• Machine Learning Model 20%
• Postprocessing 10%
• Real-World Problem 10%
• Computing Resource 10%
• Preprocessing 10%
• Quantum Circuit 10%
• Quantum Computing 10%
• Classical Computer 10%
• Unauthorized Access 10%
• Learning System 10%
• Machine Learning 10%
• Model Architecture 10%
• Intellectual Property 10%