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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 193

  2. pbdl-book pbdl-book Public

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

    Jupyter Notebook 1k 160

  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 149 29

  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++ 130 26

  5. PhiML PhiML Public

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

    Python 77 7

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

    Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

    Jupyter Notebook 75 10

Repositories

Showing 10 of 38 repositories
  • PhiFlow Public

    A differentiable PDE solving framework for machine learning

    tum-pbs/PhiFlow’s past year of commit activity
    Python 1,513 MIT 193 10 0 Updated Dec 15, 2024
  • PhiML Public

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

    tum-pbs/PhiML’s past year of commit activity
    Python 77 MIT 7 1 0 Updated Dec 15, 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 75 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 0 0 0 Updated Dec 12, 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 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 1,018 160 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
    8 1 0 0 Updated Dec 2, 2024
  • ConFIG Public

    Official implementation of Conflict-Free Inverse Gradients Method

    tum-pbs/ConFIG’s past year of commit activity
    Python 27 MIT 0 0 0 Updated Nov 14, 2024
  • apebench Public

    [Neurips 2024] A benchmark suite for autoregressive neural emulation of PDEs. (≥46 PDEs in 1D, 2D, 3D; Differentiable Physics; Unrolled Training; Rollout Metrics)

    tum-pbs/apebench’s past year of commit activity
    Python 49 MIT 0 8 3 Updated Nov 14, 2024

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