A feature extraction and deep learning approach for network traffic volume prediction considering detector reliability

X Zou, E Chung, Y Zhou, M Long… - Computer‐Aided Civil …, 2024 - Wiley Online Library
Accurate traffic volume prediction plays a crucial role in urban traffic control by relieving
congestion through improved regulation of traffic volume. Network‐level traffic volume …

Next Level Message-Passing with Hierarchical Support Graphs

C Vonessen, F Grötschla, R Wattenhofer - arXiv preprint arXiv:2406.15852, 2024 - arxiv.org
Message-Passing Neural Networks (MPNNs) are extensively employed in graph learning
tasks but suffer from limitations such as the restricted scope of information exchange, by …