2 papers
cs.SE2026
Tail-aware N-version Machine Learning Models for Reliable API Recommendation
Aoi Matsuda, Fumio Machida, David Lo
Machine learning (ML)-based API recommendation helps developers efficiently identify suitable APIs to complement the application code. However, code datasets used to train ML model…
cs.LG2025
Robust and Safe Traffic Sign Recognition using N-version with Weighted Voting
Linyun Gao, Qiang Wen, Fumio Machida
Autonomous driving is rapidly advancing as a key application of machine learning, yet ensuring the safety of these systems remains a critical challenge. Traffic sign recognition, a…