Xin Ye

GAN-Based Dual Active Learning for Nosocomial Infection Detection

2021 · IEEE Transactions on Network Science and Engineering

Although monitor devices and information systems are increasingly connected across hospitals, but scenarios such as hospital acquired infections (HAIs) detection where data are extremely scare and imbalanced has remained to be solved. In this paper, …

LTDA-Drive: LLMs-guided Generative Models based Long-tail Data Augmentation for Autonomous Driving

2025 · arXiv (Cornell University)

3D perception plays an essential role for improving the safety and performance of autonomous driving. Yet, existing models trained on real-world datasets, which naturally exhibit long-tail distributions, tend to underperform on rare and safety-critical, vulnerable …