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@Rose-STL-Lab

Spatiotemporal Machine Learning

Machine Learning Research Group at University of California, San Diego

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  1. dyffusion dyffusion Public

    [NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting

    Python 172 21

  2. torchTS torchTS Public

    Time series forecasting with PyTorch

    Python 83 22

  3. Turbulent-Flow-Net Turbulent-Flow-Net Public

    Turbulent flow network source code

    Jupyter Notebook 60 21

  4. LIMO LIMO Public

    generative model for drug discovery

    Python 58 14

  5. ECCO ECCO Public

    Python 53 4

  6. HDR-IL HDR-IL Public

    Python 46 4

Repositories

Showing 10 of 49 repositories
  • BIGE Public

    BIGE is a framework for generative models to adhere to clinician-defined constraints. To generate realistic motion, our method uses a biomechanically informed surrogate model to guide the generation process..

    Rose-STL-Lab/BIGE’s past year of commit activity
    Jupyter Notebook 0 Apache-2.0 0 0 0 Updated Dec 20, 2024
  • spherical-dyffusion Public

    [NeurIPS 24] Probablistic Emulation of a Global Climate Model with Spherical DYffusion

    Rose-STL-Lab/spherical-dyffusion’s past year of commit activity
    Python 17 Apache-2.0 0 0 0 Updated Dec 5, 2024
  • ATLAS Public
    Rose-STL-Lab/ATLAS’s past year of commit activity
    Python 1 0 0 0 Updated Nov 24, 2024
  • MF-LAL Public

    Multi-Fidelity Latent Space Active Learning

    Rose-STL-Lab/MF-LAL’s past year of commit activity
    Python 4 0 0 0 Updated Nov 13, 2024
  • symmetry-ode-discovery Public

    Official codebase for our NeurIPS paper, Symmetry-Informed Governing Equation Discovery.

    Rose-STL-Lab/symmetry-ode-discovery’s past year of commit activity
    Python 7 1 0 0 Updated Nov 13, 2024
  • torchTS Public

    Time series forecasting with PyTorch

    Rose-STL-Lab/torchTS’s past year of commit activity
    Python 83 MIT 22 14 (4 issues need help) 25 Updated Nov 4, 2024
  • MCD Public

    Implementation of the ICML 2024 paper "Discovering Mixtures of Structural Causal Models from Time Series Data"

    Rose-STL-Lab/MCD’s past year of commit activity
    Python 18 1 0 0 Updated Oct 30, 2024
  • Multimodal_Forecasting Public
    Rose-STL-Lab/Multimodal_Forecasting’s past year of commit activity
    Jupyter Notebook 5 1 0 0 Updated Oct 28, 2024
  • dyffusion Public

    [NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting

    Rose-STL-Lab/dyffusion’s past year of commit activity
    Python 172 Apache-2.0 21 3 0 Updated Oct 18, 2024
  • AnomLLM Public
    Rose-STL-Lab/AnomLLM’s past year of commit activity
    Jupyter Notebook 5 MIT 0 0 0 Updated Oct 16, 2024
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