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• Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting
  2022 · 356 citations
• Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting
  2022 · 332 citations
• Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting
  2022 · 293 citations
• DSformer: A Double Sampling Transformer for Multivariate Time Series Long-term Prediction
  2023 · 105 citations
• GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing
  2024 · 33 citations
• Deep Learning for Weather Forecasting: A CNN-LSTM Hybrid Model for Predicting Historical Temperature Data
  2024 · 29 citations
• Event2Graph: Event-driven Bipartite Graph for Multivariate Time-series Anomaly Detection
  2021 · 6 citations
• Selective Learning for Deep Time Series Forecasting
  2025 · 3 citations
• HUTFormer: Hierarchical U-Net Transformer for Long-Term Traffic Forecasting