Abstract: Graph Convolutional Networks (GCNs) prevail in the analysis of network-structured data, but how the graph size affects the performance is not fully understood. As the limit of graphs, the ...

Abstract: We present TSGFM, a Time Series Graph Foundation Model for network monitoring data analysis, based on spatiotemporal Graph Neural Networks (GNN). Inspired by the success of foundation models ...

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Synchronous regulated biological networks are often represented as logical diagrams, where the precise interactions between elements remain obscured. Here, we introduce a novel type of ...

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1 Department of Psychology, University of Virginia, Charlottesville, VA, United States 2 UVA School of Data Science, Charlottesville, VA, United States Introduction: Current concussion assessments ...

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