most citedState-Aware IoT Scheduling Using Deep Q-Networks and Edge-Based Coordination

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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…