Repositories list

• 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

  •0•0•0•0•Updated Dec 20, 2024Dec 20, 2024

• spherical-dyffusion

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

  pytorchdiffusionneurips+ 6pytorch-lightningclimate-modelinglarge-ensemblesai-for-scienceneurips-2024dyffusion

  Python

  •

  Apache License 2.0

  •0•18•0•0•Updated Dec 5, 2024Dec 5, 2024

• ATLAS

  Public
  Python

  •0•1•0•0•Updated Nov 24, 2024Nov 24, 2024

• MF-LAL

  Public
  Multi-Fidelity Latent Space Active Learning

  Python

  •0•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•7•0•0•Updated Nov 13, 2024Nov 13, 2024

• torchTS

  Public
  Time series forecasting with PyTorch

  machine-learningpytorch-lightningdeep-learning+ 2time-seriespytorch

  Python

  •

  MIT License

  •22•83•14•25•Updated Nov 4, 2024Nov 4, 2024

• MCD

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

  Python

  •1•18•0•0•Updated Oct 30, 2024Oct 30, 2024

• Multimodal_Forecasting

  Public
  Jupyter Notebook

  •1•5•0•0•Updated Oct 28, 2024Oct 28, 2024

• dyffusion

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

  machine-learningdeep-learningpytorch+ 8diffusionprobabilistic-forecastingneuripsspatiotemporal-forecastingdiffusion-modelspytorch-lightningensemble-forecasts+ 1

  Python

  •

  Apache License 2.0

  •21•174•3•0•Updated Oct 18, 2024Oct 18, 2024

• AnomLLM

  Public
  Jupyter Notebook

  •

  MIT License

  •0•5•0•0•Updated Oct 16, 2024Oct 16, 2024

• rose-stl-lab.github.io

  Public
  UCSD RoseLab Server Documentation

  0•1•0•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•22•1•0•Updated Sep 26, 2024Sep 26, 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

  •7•21•1•0•Updated Sep 5, 2024Sep 5, 2024

• FS-CAP

  Public
  few-shot compound activity regression

  Python

  •0•11•1•0•Updated Aug 19, 2024Aug 19, 2024

• LaLiGAN

  Public
  Latent Space Symmetry Discovery.

  Python

  •0•7•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

• MFRNP

  Public
  [ICML 2024] Multi Fidelity Residual Neural Process

  Python

  •

  MIT License

  •0•6•0•0•Updated Jun 5, 2024Jun 5, 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

• Approximately-Equivariant-Nets

  Public
  Python

  •1•18•1•0•Updated Mar 19, 2024Mar 19, 2024

• Turbulent-Flow-Net

  Public
  Turbulent flow network source code

  Jupyter Notebook

  •21•61•0•0•Updated Dec 16, 2023Dec 16, 2023

• LIMO

  Public
  generative model for drug discovery

  Python

  •14•58•1•0•Updated Nov 21, 2023Nov 21, 2023

• Dynamic-Adaptation-Network

  Public
  Python

  •3•26•0•0•Updated Oct 30, 2023Oct 30, 2023

• GPU-Benchmark

  Public
  Python

  •0•1•0•0•Updated Oct 18, 2023Oct 18, 2023

• DeepSTPP

  Public
  Jupyter Notebook

  •

  MIT License

  •6•22•3•0•Updated Sep 21, 2023Sep 21, 2023

• Gradient-Flow-Symmetry

  Public
  [ICLR 2023] Symmetries, flat minima, and the conserved quantities of gradient flow

  Jupyter Notebook

  •1•3•1•0•Updated Sep 4, 2023Sep 4, 2023

• Equivariant-Net

  Public
  Python

  •4•35•1•0•Updated Aug 6, 2023Aug 6, 2023