19 citations · 21 across the 5 of their papers we have counts for
3 papers · 1 filter
Debugging and Runtime Analysis of Neural Networks with VLMs (A Case Study)
Boyue Caroline Hu, Divya Gopinath, Corina S. Pasareanu +3
Debugging of Deep Neural Networks (DNNs), particularly vision models, is very challenging due to the complex and opaque decision-making processes in these networks. In this paper,…
A Software Engineering Perspective on Testing Large Language Models: Research, Practice, Tools and Benchmarks
Sinclair Hudson, Sophia Jit, Boyue Caroline Hu +1
Large Language Models (LLMs) are rapidly becoming ubiquitous both as stand-alone tools and as components of current and future software systems. To enable usage of LLMs in the high…
If a Human Can See It, So Should Your System: Reliability Requirements for Machine Vision Components
Boyue Caroline Hu, Lina Marsso, Krzysztof Czarnecki +3
Machine Vision Components (MVC) are becoming safety-critical. Assuring their quality, including safety, is essential for their successful deployment. Assurance relies on the availa…