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• Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks
  2020 · 1777 citations
• Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs
  2022 · 154 citations
• Deep Learning for Time Series Anomaly Detection: A Survey
  2022 · 74 citations
• Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing Values
  2024 · 39 citations
• A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection
  2023 · 31 citations
• Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version
  2022 · 18 citations
• Position: What Can Large Language Models Tell Us about Time Series Analysis
  2024 · 11 citations
• Compatible Transformer for Irregularly Sampled Multivariate Time Series
  2023 · 10 citations
• Spatio-Temporal Joint Graph Convolutional Networks for Traffic Forecasting