20 citations · 21 across the 6 of their papers we have counts for
3 papers · 1 filter
Documentation vs. Code Patterns: What Drives LLM-Based Exception Oracle Generation?
Soneya Binta Hossain, Matthew B. Dwyer, Tasfia Tasnim
LLM-based test oracle generation (TOG) methods report high accuracy on exception oracle generation, but it remains unclear what evidence drives these predictions. In particular, do…
PROGRESS: Property-Guided Regression Search for Semantic Falsification
Davis Tocheuk Mo, Noshin Ulfat, Matthew B. Dwyer +1
Search-based regression-test generation effectively explores complex program structures, yielding high structural coverage, but its oracles are derived from the system under test:…
Latent Anchor-Driven Test Generation for Deep Neural Networks
Bin Duan, Matthew B. Dwyer, Guowei Yang
Deep Neural Networks (DNNs) are increasingly being deployed in security-critical and safety-sensitive applications, which makes rigorous testing essential to identify and mitigate…