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TUM Physics-based Simulation

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  1. PhiFlow PhiFlow Public

    A differentiable PDE solving framework for machine learning

    Python 1.5k 197

  2. pbdl-book pbdl-book Public

    Welcome to the Physics-based Deep Learning Book (v0.2)

    Jupyter Notebook 1k 165

  3. Solver-in-the-Loop Solver-in-the-Loop Public

    Solver-in-the-Loop: Learning from Differentiable Physics to Interact with Iterative PDE-Solvers

    Python 151 31

  4. mantaflow mantaflow Public

    Forked from thunil/mantaflow

    mantaflow is an open-source framework targeted at fluid simulation research in Computer Graphics and Machine Learning.

    C++ 135 26

  5. PhiML PhiML Public

    Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy

    Python 82 8

  6. autoreg-pde-diffusion autoreg-pde-diffusion Public

    Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

    Jupyter Notebook 81 10

Repositories

Showing 10 of 39 repositories
  • PhiFlow Public

    A differentiable PDE solving framework for machine learning

    tum-pbs/PhiFlow’s past year of commit activity
    Python 1,543 MIT 197 14 0 Updated Feb 2, 2025
  • PhiML Public

    Intuitive scientific computing with dimension types for Jax, PyTorch, TensorFlow & NumPy

    tum-pbs/PhiML’s past year of commit activity
    Python 82 MIT 8 2 0 Updated Feb 2, 2025
  • dgn4cfd Public

    Official implementation of Diffusion Graph Networks (DGNs)

    tum-pbs/dgn4cfd’s past year of commit activity
    Python 13 Apache-2.0 0 0 0 Updated Jan 23, 2025
  • unrolling Public
    tum-pbs/unrolling’s past year of commit activity
    Python 14 MIT 1 0 0 Updated Dec 26, 2024
  • SFBC Public

    ICLR'24: Symmetric basis convolutions for learning lagrangian fluid mechanics

    tum-pbs/SFBC’s past year of commit activity
    Jupyter Notebook 5 MIT 2 1 0 Updated Dec 18, 2024
  • autoreg-pde-diffusion Public

    Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

    tum-pbs/autoreg-pde-diffusion’s past year of commit activity
    Jupyter Notebook 81 MIT 10 0 0 Updated Dec 13, 2024
  • pbdl-dataset Public

    Dataset handling for physics-based deep learning tasks

    tum-pbs/pbdl-dataset’s past year of commit activity
    Python 2 Apache-2.0 1 0 1 Updated Dec 12, 2024
  • game-physics-template Public

    Template code for game physics lecture

    tum-pbs/game-physics-template’s past year of commit activity
    C++ 3 8 3 5 Updated Dec 11, 2024
  • pbdl-book Public

    Welcome to the Physics-based Deep Learning Book (v0.2)

    tum-pbs/pbdl-book’s past year of commit activity
    Jupyter Notebook 1,034 165 1 0 Updated Dec 9, 2024
  • apebench-paper Public

    [Project Page] A benchmark suite for autoregressive neural emulation of PDEs, accepted at Neurips 2024.

    tum-pbs/apebench-paper’s past year of commit activity
    9 1 0 0 Updated Dec 2, 2024

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