Showing cs.LGShow all
3 papers · 1 filter
cs.LG2025
Behavioral Anomaly Detection in Distributed Systems via Federated Contrastive Learning
Renzi Meng, Heyi Wang, Yumeng Sun +3
This paper addresses the increasingly prominent problem of anomaly detection in distributed systems. It proposes a detection method based on federated contrastive learning. The goa…
cs.LG2025
Joint Graph Convolution and Sequential Modeling for Scalable Network Traffic Estimation
Nan Jiang, Wenxuan Zhu, Xu Han +2
This study focuses on the challenge of predicting network traffic within complex topological environments. It introduces a spatiotemporal modeling approach that integrates Graph Co…
cs.LG2025
Context-Aware Adaptive Sampling for Intelligent Data Acquisition Systems Using DQN
Weiqiang Huang, Juecen Zhan, Yumeng Sun +3
Multi-sensor systems are widely used in the Internet of Things, environmental monitoring, and intelligent manufacturing. However, traditional fixed-frequency sampling strategies of…