This 81% RT Historical Series Racked Up 13.9M Hours — and It’s Still Criminally Underrated

Black Sails' didn't reach the acclaim of other historical series, but it didn't shy away from its heightened concept either.
IEEE

Graph Neural Network-Enhanced Multivariate Time Series Forecasting with Series-Core Fusion

Abstract: This study introduces Starformer, a hybrid model combining Graph Neural Networks (GNNs) with a novel Series-Core Fusion (SC-Fusion) mechanism for urban traffic prediction. By leveraging GNNs ...
IEEE

Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detection

Abstract: Anomaly detection in multivariate time series (MTS) is crucial for various applications in data mining and industry. Current industrial methods typically approach anomaly detection as an ...