Benjamin Steenhoek
- Dataflow Analysis-Inspired Deep Learning for Efficient Vulnerability Detection
2022/12/15 by Benjamin Steenhoek, Hongyang Gao, Steenhoek, Benjamin +3 · 14 citations
Computer Science · #Advanced Malware Detection Techniques #Software Engineering Research #Software Reliability and Analysis Research
- An Empirical Study of Deep Learning Models for Vulnerability Detection
2022/12/15 by Benjamin Steenhoek, Steenhoek, Benjamin, Md. Mahbubur Rahman +5 · 14 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE) #Software Engineering Research #Software Reliability and Analysis Research #Web Application Security Vulnerabilities
- To Err is Machine: Vulnerability Detection Challenges LLM Reasoning
2024/03/25 by Benjamin Steenhoek, Steenhoek, Benjamin, Md. Mahbubur Rahman +9 · 11 citations
Computer Science · Engineering · #Network Security and Intrusion Detection #Web Application Security Vulnerabilities #Advanced Data Processing Techniques
- Reinforcement Learning from Automatic Feedback for High-Quality Unit Test Generation
2024/12/18 by Benjamin Steenhoek, Michele Tufano, Steenhoek, Benjamin +5 · 8 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Iterative Learning Control Systems #Machine Learning (cs.LG) #Real-time simulation and control systems #Software Engineering (cs.SE) #Software Reliability and Analysis Research
- Do Language Models Learn Semantics of Code? A Case Study in Vulnerability Detection
2023/11/07 by Benjamin Steenhoek, Steenhoek, Benjamin, Md. Mahbubur Rahman +5 · 2 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering Research #Software Reliability and Analysis Research #Web Application Security Vulnerabilities
- CodeSense: a Real-World Benchmark and Dataset for Code Semantic Reasoning
2025/05/31 by Monoshi Kumar Roy, Simin Chen, Roy, Monoshi Kumar +11 · 2 citations
Computer Science · #Software Engineering Research #Software Reliability and Analysis Research #Software Engineering Techniques and Practices