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@Rose-STL-Lab Spatiotemporal Machine Learning

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    54 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..
      Jupyter Notebook
      •
      Apache License 2.0
      •1•2•0•1•Updated Jun 27, 2025Jun 27, 2025

    • MCD

      Public
      Implementation of the ICML 2024 paper "Discovering Mixtures of Structural Causal Models from Time Series Data"
      Python
      •2•21•0•0•Updated Jun 26, 2025Jun 26, 2025

    • Adapting-While-Learning

      Public
      Grounding LLMs with physics
      Python
      •0•1•1•0•Updated Jun 23, 2025Jun 23, 2025

    • AtlasD

      Public
      Python
      •2•3•0•0•Updated Jun 15, 2025Jun 15, 2025

    • rose-stl-lab.github.io

      Public
      UCSD RoseLab Server Documentation
      0•1•0•0•Updated Jun 14, 2025Jun 14, 2025

    • torchTS

      Public
      Time series forecasting with PyTorch
      machine-learningpytorch-lightningdeep-learningtime-seriespytorch
      Python
      •
      MIT License
      •22•84•14•25•Updated Jun 2, 2025Jun 2, 2025

    • nautilus_tutorial

      Public
      Python
      •1•8•0•1•Updated Jun 2, 2025Jun 2, 2025

    • LieGAN

      Public
      Jupyter Notebook
      •5•36•0•0•Updated May 23, 2025May 23, 2025

    • GLEAM-API

      Public
      API interface to connect GLEAM-AI model and Simulation
      Python
      •0•1•0•0•Updated Mar 17, 2025Mar 17, 2025

    • genie-climaqa

      Public
      [ICLR 2025] ClimaQA: An Automated Evaluation Framework for Climate Question Answering Models
      Python
      •
      Apache License 2.0
      •0•0•0•0•Updated Mar 14, 2025Mar 14, 2025

    • Turbulent-Flow-Net

      Public
      Turbulent flow network source code
      Jupyter Notebook
      •23•69•1•0•Updated Mar 14, 2025Mar 14, 2025

    • spherical-dyffusion

      Public
      [NeurIPS 24] Probablistic Emulation of a Global Climate Model with Spherical DYffusion
      pytorchdiffusionneuripspytorch-lightningclimate-modelinglarge-ensemblesai-for-scienceneurips-2024dyffusion
      Python
      •
      Apache License 2.0
      •1•26•0•0•Updated Mar 7, 2025Mar 7, 2025

    • UCSD-OpenCap-Fitness-Dataset

      Public
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •0•1•0•0•Updated Feb 27, 2025Feb 27, 2025

    • MFRNP

      Public
      [ICML 2024] Multi Fidelity Residual Neural Process
      Python
      •
      MIT License
      •1•8•0•0•Updated Jan 9, 2025Jan 9, 2025

    • MF-LAL

      Public
      Multi-Fidelity Latent Space Active Learning
      Python
      •1•4•0•0•Updated Nov 13, 2024Nov 13, 2024

    • symmetry-ode-discovery

      Public
      Official codebase for our NeurIPS paper, Symmetry-Informed Governing Equation Discovery.
      Python
      •1•9•0•0•Updated Nov 13, 2024Nov 13, 2024

    • Multimodal_Forecasting

      Public
      Jupyter Notebook
      •3•14•0•0•Updated Oct 28, 2024Oct 28, 2024

    • dyffusion

      Public
      [NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting
      machine-learningdeep-learningpytorchdiffusionprobabilistic-forecastingneuripsspatiotemporal-forecastingdiffusion-modelspytorch-lightningensemble-forecasts
      Python
      •
      Apache License 2.0
      •23•206•3•0•Updated Oct 18, 2024Oct 18, 2024

    • AnomLLM

      Public
      Jupyter Notebook
      •
      MIT License
      •9•29•3•0•Updated Oct 16, 2024Oct 16, 2024

    • AutoSTPP

      Public
      Automatic Integration for Neural Spatio-Temporal Point Process models (AI-STPP) is a new paradigm for exact, efficient, non-parametric inference of point process. It is capable of learning complicated underlying intensity functions, like a damped sine wave.
      spatiotemporal-data-analysisprobablistic-machine-learning
      Jupyter Notebook
      •
      MIT License
      •2•24•0•0•Updated Oct 14, 2024Oct 14, 2024

    • Interactive-Neural-Process

      Public
      Python
      •1•5•0•0•Updated Oct 9, 2024Oct 9, 2024

    • CopulaCPTS

      Public
      Code for Copula conformal prediction paper (ICLR 2024)
      Jupyter Notebook
      •
      MIT License
      •4•29•1•0•Updated Sep 26, 2024Sep 26, 2024

    • L2O-Symmetry

      Public
      Python
      •0•1•0•0•Updated Sep 19, 2024Sep 19, 2024

    • Zihao-s-Toolbox

      Public
      A toolbox of shared utilities across different projects.
      Python
      •0•8•0•0•Updated Sep 8, 2024Sep 8, 2024

    • Spatiotemporal_UQ

      Public
      Uncertainty Quantification for Deep Spatiotemporal Forecasting
      Python
      •8•23•1•0•Updated Sep 5, 2024Sep 5, 2024

    • FS-CAP

      Public
      few-shot compound activity regression
      Python
      •0•13•1•0•Updated Aug 19, 2024Aug 19, 2024

    • LaLiGAN

      Public
      Latent Space Symmetry Discovery.
      Python
      •0•8•0•0•Updated Aug 12, 2024Aug 12, 2024

    • LIMO-Plus

      Public
      Follow-up study of LIMO by Vineet Thumuluri
      Python
      •1•0•0•0•Updated Jul 23, 2024Jul 23, 2024

    • DANP

      Public
      Domain Adversarial Neural Process
      Python
      •0•0•0•0•Updated May 30, 2024May 30, 2024

    • Teleportation-Optimization

      Public
      [ICLR 2024] Improving Convergence and Generalization Using Parameter Symmetries
      Python
      •2•29•0•0•Updated May 29, 2024May 29, 2024