4 papers
Local Differential Privacy for Tensors in Distributed Computing Systems
Yachao Yuan, Xiao Tang, Yu Huang +2
Tensor-valued data, increasingly common in distributed big data applications like autonomous driving and smart healthcare, poses unique challenges for privacy protection due to its…
RoadFed: A Multimodal Federated Learning System for Improving Road Safety
Yachao Yuan, Zhen Yu, Yali Yuan +3
Internet of Things (IoTs) have been widely applied in Collaborative Intelligent Transportation Systems (C-ITS) for the prevention of road accidents. As one of the primary causes of…
AnomalyAID: Reliable Interpretation for Semi-supervised Network Anomaly Detection
Yachao Yuan, Yu Huang, Yingwen Wu +1
Semi-supervised Learning plays a crucial role in network anomaly detection applications, however, learning anomaly patterns with limited labeled samples is not easy. Additionally,…
Adaptive NAD: Online and Self-adaptive Unsupervised Network Anomaly Detector
Yachao Yuan, Yu Huang, Yingwen Wu
The widespread usage of the Internet of Things (IoT) has raised the risks of cyber threats; thus, developing Anomaly Detection Systems (ADSs) that can adapt to evolving traffic pat…