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@Rose-STL-Lab Spatiotemporal Machine Learning

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    63 repositories

    • rose-stl-lab.github.io

      Public
      UCSD RoseLab Server Documentation
      0•1•0•0•Updated Apr 29, 2026Apr 29, 2026

    • PG-BIG

      Public
      PG-BIG: Personalize Guidance for Biomechanically Informed GenAI
      Python
      •
      Apache License 2.0
      •1•0•0•0•Updated Apr 16, 2026Apr 16, 2026

    • u-cast

      Public
      [ICML 2026] U-Cast: A Surprisingly Simple and Efficient Frontier Probabilistic AI Weather Forecaster
      probabilistic-forecastingweather-forecastingensemble-forecasting
      probabilistic-forecastingweather-forecastingensemble-forecasting
      Python
      •
      Apache License 2.0
      •1•18•1•0•Updated Apr 13, 2026Apr 13, 2026

    • torchTS

      Public
      Time series forecasting with PyTorch
      machine-learningdeep-learningtime-series
      machine-learningdeep-learningtime-seriespytorchpytorch-lightning
      Python
      •
      MIT License
      •23•86•14•25•Updated Apr 6, 2026Apr 6, 2026

    • Zephyrus

      Public
      [ICLR 2026] Zephyrus: An Agentic Framework For Weather Science
      Python
      •
      MIT License
      •1•5•0•0•Updated Mar 27, 2026Mar 27, 2026

    • SimulCost-Bench

      Public
      SimulCost: A Cost-Aware Benchmark for Automating Physics Simulations with LLMs | ICML 2026
      Python
      •
      Apache License 2.0
      •0•1•0•0•Updated Mar 24, 2026Mar 24, 2026

    • MFRNP

      Public
      [ICML 2024] Multi Fidelity Residual Neural Process
      Python
      •
      MIT License
      •1•12•0•0•Updated Mar 18, 2026Mar 18, 2026

    • nautilus_tutorial

      Public
      Python
      •2•9•0•1•Updated Mar 2, 2026Mar 2, 2026

    • ExperimentalLIMO-FastSimilaritySearch

      Public
      Python
      •0•0•0•0•Updated Jan 2, 2026Jan 2, 2026

    • CORMPO

      Public
      Clinically-aware OOD-regularized Model-based Policy Optimization (CORMPO), a density-regularized offline RL algorithm.
      Python
      •1•0•0•0•Updated Nov 28, 2025Nov 28, 2025

    • ml-hilbert

      Public
      Python
      •
      Other
      •9•39•0•0•Updated Oct 31, 2025Oct 31, 2025

    • dyffusion

      Public
      [NeurIPS 2023] A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting
      machine-learningdeep-learningpytorch
      machine-learningdeep-learningpytorchdiffusionprobabilistic-forecastingneuripsspatiotemporal-forecastingdiffusion-modelspytorch-lightningensemble-forecasts
      Python
      •
      Apache License 2.0
      •26•236•2•0•Updated Oct 27, 2025Oct 27, 2025

    • LIMO

      Public
      generative model for drug discovery
      Python
      •
      Other
      •18•64•1•0•Updated Oct 25, 2025Oct 25, 2025

    • CPTC

      Public
      Conformal Prediction for Time-series Forecasting with Change Points
      Jupyter Notebook
      •8•22•0•0•Updated Oct 18, 2025Oct 18, 2025

    • UCSD-OpenCap-Fitness-Dataset

      Public
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •0•2•0•0•Updated Sep 25, 2025Sep 25, 2025

    • Adapting-While-Learning

      Public
      Grounding LLMs with physics
      Python
      •0•7•0•0•Updated Jul 15, 2025Jul 15, 2025

    • SPACY

      Public
      Python
      •3•16•0•0•Updated Jul 8, 2025Jul 8, 2025

    • 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 s…
      Jupyter Notebook
      •
      Apache License 2.0
      •1•6•1•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•24•0•0•Updated Jun 26, 2025Jun 26, 2025

    • AtlasD

      Public
      Python
      •2•5•0•0•Updated Jun 15, 2025Jun 15, 2025

    • LieGAN

      Public
      Jupyter Notebook
      •7•38•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•2•0•0•Updated Mar 14, 2025Mar 14, 2025

    • Turbulent-Flow-Net

      Public
      Turbulent flow network source code
      Jupyter Notebook
      •23•72•1•0•Updated Mar 14, 2025Mar 14, 2025

    • spherical-dyffusion

      Public
      [NeurIPS 24] Probablistic Emulation of a Global Climate Model with Spherical DYffusion
      pytorchdiffusionneurips
      pytorchdiffusionneuripspytorch-lightningclimate-modelinglarge-ensemblesai-for-scienceneurips-2024dyffusion
      Python
      •
      Apache License 2.0
      •3•30•0•0•Updated Mar 7, 2025Mar 7, 2025

    • MF-LAL

      Public
      Multi-Fidelity Latent Space Active Learning
      Python
      •1•6•0•0•Updated Nov 13, 2024Nov 13, 2024

    • symmetry-ode-discovery

      Public
      Official codebase for our NeurIPS paper, Symmetry-Informed Governing Equation Discovery.
      Python
      •2•11•0•0•Updated Nov 13, 2024Nov 13, 2024

    • Multimodal_Forecasting

      Public
      Jupyter Notebook
      •3•22•0•0•Updated Oct 28, 2024Oct 28, 2024

    • AnomLLM

      Public
      Jupyter Notebook
      •
      MIT License
      •12•42•4•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…
      spatiotemporal-data-analysisprobablistic-machine-learning
      spatiotemporal-data-analysisprobablistic-machine-learning
      Jupyter Notebook
      •
      MIT License
      •3•25•0•0•Updated Oct 14, 2024Oct 14, 2024
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