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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…