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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 1.7k 209

  2. pbdl-book pbdl-book Public

    Welcome to the Physics-based Deep Learning Book v0.3 - the GenAI Edition

    Jupyter Notebook 1.2k 179

  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 161 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++ 143 28

  5. autoreg-pde-diffusion autoreg-pde-diffusion Public

    Benchmarking Autoregressive Conditional Diffusion Models for Turbulent Flow Simulation

    Jupyter Notebook 92 12

  6. PhiML PhiML Public

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

    Python 90 12

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