28 citations · 57 across the 7 of their papers we have counts for
3 papers · 1 filter
ConceptCoder: Improve Code Reasoning via Concept Learning
Md Mahbubur Rahman, Hengbo Tong, Wei Le
Large language models (LLMs) have shown promising results for software engineering applications, but still struggle with code reasoning tasks such as vulnerability detection (VD).…
To Err is Machine: Vulnerability Detection Challenges LLM Reasoning
Benjamin Steenhoek, Md Mahbubur Rahman, Monoshi Kumar Roy +5
In this paper, we present a challenging code reasoning task: vulnerability detection. Large Language Models (LLMs) have shown promising results in natural-language and math reasoni…
Towards Causal Deep Learning for Vulnerability Detection
Md Mahbubur Rahman, Ira Ceka, Chengzhi Mao +3
Deep learning vulnerability detection has shown promising results in recent years. However, an important challenge that still blocks it from being very useful in practice is that t…