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@GestaltCogTeam

GestaltCog

GestaltCog Team “观沧”研究组, focus on Spatial-temporal Data Science and Technology, from Institute of Computing Technology, CAS
README.md

GestaltCog “观沧”研究组

GestaltCog Team, dedicated to innovating theories and technologies for spatiotemporal data mining, to build foundational models and systems of situation-aware intelligence computing with disruptive capabilities.

“观沧”研究组，致力于创新时空数据分析挖掘的理论与技术，打造基础模型和系统，构建颠覆性的智能态势计算能力。

Popular repositories Loading

  1. BasicTS BasicTS Public

    A Fair and Scalable Time Series Forecasting Benchmark and Toolkit.

    Python 522 93

  2. STEP STEP Public

    Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.

    Python 325 35

  3. STID STID Public

    Code for our CIKM'22 paper Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting.

    Python 180 23

  4. D2STGNN D2STGNN Public

    Code for our VLDB'22 paper Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting.

    Python 157 16

  5. DSformer DSformer Public

    Code for our CIKM'23 paper DSformer: A Double Sampling Transformer for Multivariate Time Series Long-term Prediction

    Python 17 1

  6. GinAR GinAR Public

    Code for our SIGKDD'24 paper GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing

    Python 16 1

Repositories

Showing 10 of 11 repositories
  • BasicTS Public

    A Fair and Scalable Time Series Forecasting Benchmark and Toolkit.

    GestaltCogTeam/BasicTS’s past year of commit activity
    Python 522 Apache-2.0 93 14 1 Updated Sep 23, 2024
  • STID Public

    Code for our CIKM'22 paper Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting.

    GestaltCogTeam/STID’s past year of commit activity
    Python 180 Apache-2.0 23 10 0 Updated Sep 10, 2024
  • DFDGCN Public

    Dynamic frequency domain graph convolution for traffic prediction

    GestaltCogTeam/DFDGCN’s past year of commit activity
    Jupyter Notebook 9 1 2 0 Updated Aug 19, 2024
  • MGSFformer Public

    Code for our Information Fusion paper MGSFformer: A Multi-Granularity Spatiotemporal Fusion Transformer for air quality prediction

    GestaltCogTeam/MGSFformer’s past year of commit activity
    Python 5 0 1 0 Updated Aug 11, 2024
  • .github Public
    GestaltCogTeam/.github’s past year of commit activity
    0 0 0 0 Updated Jul 24, 2024
  • GinAR Public

    Code for our SIGKDD'24 paper GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing

    GestaltCogTeam/GinAR’s past year of commit activity
    Python 16 1 2 0 Updated Jul 17, 2024
  • AdapTraj Public
    GestaltCogTeam/AdapTraj’s past year of commit activity
    Python 4 0 0 0 Updated Jul 14, 2024
  • Ship_Classification_Moored Public
    GestaltCogTeam/Ship_Classification_Moored’s past year of commit activity
    Python 6 0 0 0 Updated Jan 30, 2024
  • STEP Public

    Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.

    GestaltCogTeam/STEP’s past year of commit activity
    Python 325 Apache-2.0 35 18 1 Updated Dec 10, 2023
  • DSformer Public

    Code for our CIKM'23 paper DSformer: A Double Sampling Transformer for Multivariate Time Series Long-term Prediction

    GestaltCogTeam/DSformer’s past year of commit activity
    Python 17 1 3 0 Updated Nov 2, 2023
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