4 papers
LegacyWorld: Atomicity-Aware Evaluation of GUI Agents for Legacy Workflows
Thilo Reintjes, Sivajeet Chand, Derui Zhu +2
Legacy and legacy-like enterprise systems often remain difficult to modernize because critical workflows expose limited programmable interfaces and still require manual GUI interac…
DepWareTrans: Dependency-Aware Incremental Repository Migration across Co-executable Languages
Sivajeet Chand, Alexander Pretschner, Steve Haupt +2
Repository-level code translation is critical for modernizing legacy systems, yet existing approaches based on large language models (LLMs) operate at the file level and fail to sc…
Data Leakage in Automotive Perception: Practitioners' Insights
Md Abu Ahammed Babu, Sushant Kumar Pandey, Darko Durisic +2
Data leakage is the inadvertent transfer of information between training and evaluation datasets that poses a subtle, yet critical, risk to the reliability of machine learning (ML)…
Improving Image Data Leakage Detection in Automotive Software
Md Abu Ahammed Babu, Sushant Kumar Pandey, Darko Durisic +2
Data leakage is a very common problem that is often overlooked during splitting data into train and test sets before training any ML/DL model. The model performance gets artificial…