5 papers · 1 filter
Can We Make Code Green? Understanding Trade-Offs in LLMs vs. Human Code Optimizations
Pooja Rani, Jan-Andrea Bard, June Sallou +3
The rapid technological evolution has accelerated software development for various domains and use cases, contributing to a growing share of global carbon emissions. While recent l…
Explaining GitHub Actions Failures with Large Language Models: Challenges, Insights, and Limitations
Pablo Valenzuela-Toledo, Chuyue Wu, Sandro Hernandez +4
GitHub Actions (GA) has become the de facto tool that developers use to automate software workflows, seamlessly building, testing, and deploying code. Yet when GA fails, it disrupt…
A Roadmap for Simulation-Based Testing of Autonomous Cyber-Physical Systems: Challenges and Future Direction
Christian Birchler, Sajad Khatiri, Pooja Rani +2
As the era of autonomous cyber-physical systems (ACPSs), such as unmanned aerial vehicles and self-driving cars, unfolds, the demand for robust testing methodologies is key to real…
How does Simulation-based Testing for Self-driving Cars match Human Perception?
Christian Birchler, Tanzil Kombarabettu Mohammed, Pooja Rani +3
Software metrics such as coverage and mutation scores have been extensively explored for the automated quality assessment of test suites. While traditional tools rely on such quant…
Diversity-guided Search Exploration for Self-driving Cars Test Generation through Frenet Space Encoding
Timo Blattner, Christian Birchler, Timo Kehrer +1
The rise of self-driving cars (SDCs) presents important safety challenges to address in dynamic environments. While field testing is essential, current methods lack diversity in as…