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Data Management Technology and AI

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  1. StockMixer StockMixer Public

    Official code implementation of AAAI 2024 paper "StockMixer: A Simple yet Strong MLP-based Architecture for Stock Price Forecasting".

    Python 253 70

  2. MASTER MASTER Public

    This is the official code and supplementary materials for our AAAI-2024 paper: MASTER: Market-Guided Stock Transformer for Stock Price Forecasting. MASTER is a stock transformer for stock price for…

    Python 238 48

  3. qlib qlib Public

    Forked from microsoft/qlib

    This forked repo additionally includes our DoubleAdapt (KDD'23) and MASTER (AAAI'24) for re-experiment.

    Python 115 21

  4. Quant-Reading-List Quant-Reading-List Public

    Papers for AI + quantitative investment

    102 9

  5. DoubleAdapt DoubleAdapt Public

    The official API of DoubleAdapt (KDD'23), an incremental learning framework for online stock trend forecasting, WITHOUT dependencies on the qlib package.

    Python 90 14

  6. LIFT LIFT Public

    The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators.

    Python 81 10

Repositories

Showing 10 of 22 repositories
  • awesome-ml-data-quality-papers Public

    Papers about training data quality management for ML models.

    SJTU-DMTai/awesome-ml-data-quality-papers’s past year of commit activity
    48 5 1 0 Updated Feb 2, 2025
  • OnlineTSF Public

    Official implementation of "Proactive Model Adaptation Against Concept Drift for Online Time Series Forecasting" (KDD'25), a novel online time series forecasting framework.

    SJTU-DMTai/OnlineTSF’s past year of commit activity
    Python 12 1 1 0 Updated Jan 2, 2025
  • DoubleAdapt Public

    The official API of DoubleAdapt (KDD'23), an incremental learning framework for online stock trend forecasting, WITHOUT dependencies on the qlib package.

    SJTU-DMTai/DoubleAdapt’s past year of commit activity
    Python 90 14 0 0 Updated Dec 25, 2024
  • qlib Public Forked from microsoft/qlib

    This forked repo additionally includes our DoubleAdapt (KDD'23) and MASTER (AAAI'24) for re-experiment.

    SJTU-DMTai/qlib’s past year of commit activity
    Python 115 MIT 2,813 0 0 Updated Dec 12, 2024
  • awesome-rag Public
    SJTU-DMTai/awesome-rag’s past year of commit activity
    0 0 0 0 Updated Dec 10, 2024
  • MASTER Public

    This is the official code and supplementary materials for our AAAI-2024 paper: MASTER: Market-Guided Stock Transformer for Stock Price Forecasting. MASTER is a stock transformer for stock price forecasting, which models the momentary and cross-time stock correlation and guide feature selection with market information.

    SJTU-DMTai/MASTER’s past year of commit activity
    Python 238 48 3 0 Updated Dec 7, 2024
  • LIFT Public

    The official implementation of LIFT (ICLR'24). Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators.

    SJTU-DMTai/LIFT’s past year of commit activity
    Python 81 10 3 0 Updated Oct 28, 2024
  • Awesome-Large-Models-for-Time-Series Public

    Papers for LLM and foundation models for time series analytics

    SJTU-DMTai/Awesome-Large-Models-for-Time-Series’s past year of commit activity
    26 0 0 0 Updated Oct 15, 2024
  • SJTU-DMTai/Awesome-graph-based-ann’s past year of commit activity
    2 0 0 0 Updated Oct 9, 2024
  • Quant-Reading-List Public

    Papers for AI + quantitative investment

    SJTU-DMTai/Quant-Reading-List’s past year of commit activity
    102 9 0 0 Updated Sep 12, 2024