Repositories list

• WeatherODE

  Public
  The official code for "Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather Forecasting".

  Python

  •1•10•1•0•Updated Oct 23, 2024Oct 23, 2024

• XAI-for-Time-Series

  Public
  The official hub for our team dedicated to explainable AI (XAI) for time series, providing valuable resources to enhance understanding this critical field.

  MIT License

  •0•2•0•0•Updated Aug 10, 2024Aug 10, 2024

• FusionSF

  Public
  Python

  •0•2•0•0•Updated Jun 13, 2024Jun 13, 2024

• NeurIPS2023-One-Fits-All

  Public
  The official code for "One Fits All: Power General Time Series Analysis by Pretrained LM (NeurIPS 2023 Spotlight)"

  Python

  •71•488•36•0•Updated Jan 8, 2024Jan 8, 2024

• ICDM2023-Tutorial-Time-Series

  Public
  ICDM’23 Tutorial, “Robust Time Series Analysis and Applications: A Interdisciplinary Approach”

  timeseriesmachinelearningdeeplearning+ 1datamining

  0•10•0•0•Updated Dec 3, 2023Dec 3, 2023

• CIKM2023-GCformer

  Public
  Python

  •0•1•0•0•Updated Oct 13, 2023Oct 13, 2023

• KDD2023-DCdetector

  Public
  Python

  •23•199•22•0•Updated Oct 9, 2023Oct 9, 2023

• KDD2022-Tutorial-Time-Series

  Public
  KDD'22 Tutorial: Robust Time Series Analysis and Applications An Industrial Perspective

  data-miningdeep-learningtime-series+ 3forecastingrobustnessanomaly-detection

  4•30•0•0•Updated Sep 22, 2023Sep 22, 2023

• .github

  Public
  0•0•0•0•Updated Aug 3, 2023Aug 3, 2023

• KDD2022-Quatformer

  Public
  Source code of KDD'22 paper: Learning to Rotate: Quaternion Transformer for Complicated Periodical Time Series Forecasting

  Python

  •

  MIT License

  •5•28•0•0•Updated May 12, 2023May 12, 2023

• Interactive-Generalized-Additive-Models

  Public
  1•1•0•0•Updated Feb 21, 2023Feb 21, 2023

• ICASSP2023-SaDI

  Public
  Jupyter Notebook

  •0•1•0•0•Updated Feb 17, 2023Feb 17, 2023

• CIKM22-TFAD

  Public
  Source code of CIKM'22 paper: TFAD: A Decomposition Time Series Anomaly Detection Architecture with Frequency Analysis

  machine-learningdeep-learningsignal-processing+ 3timeseriestime-seriesanomaly-detection

  Python

  •11•51•6•0•Updated Nov 30, 2022Nov 30, 2022

• Neurips2021-Submodular-Ruleset

  Public
  Source code of NeurIPS'21 paper: Learning Interpretable Decision Rule Sets: A Submodular Optimization Approach

  explainable-aiexplainable-mlxai+ 2machine-learningoptimization

  Python

  •0•4•1•0•Updated Nov 8, 2022Nov 8, 2022

• NeurIPS2022-FiLM

  Public
  Source code of NeurIPS'22 paper: FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting

  timeseriesmachinelearningdeeplearning+ 2signalprocessingtimeseries-forecasting

  Python

  •

  MIT License

  •6•34•0•0•Updated Oct 31, 2022Oct 31, 2022

• AI-for-Time-Series-Papers-Tutorials-Surveys

  Public
  A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.

  data-sciencemachine-learningdata-mining+ 8aideep-learningtime-seriesforecastingspatio-temporal-analysisanomaly-detectiontemporal-data+ 1

  MIT License

  •26•159•0•0•Updated Jun 10, 2022Jun 10, 2022

• ICML2022-FEDformer

  Public
  Source code of ICML'22 paper: FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting

  Python

  •

  MIT License

  •34•199•15•0•Updated Jun 10, 2022Jun 10, 2022

• AAAI2022-HCM

  Public
  Source code of AAAI'22 paper: A Hybrid Causal Structure Learning Algorithm for Mixed-type Data

  Python

  •

  MIT License

  •6•37•1•0•Updated Jun 10, 2022Jun 10, 2022